JP7628794B2 - j par ... - Google Patents
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- JP7628794B2 JP7628794B2 JP2020166013A JP2020166013A JP7628794B2 JP 7628794 B2 JP7628794 B2 JP 7628794B2 JP 2020166013 A JP2020166013 A JP 2020166013A JP 2020166013 A JP2020166013 A JP 2020166013A JP 7628794 B2 JP7628794 B2 JP 7628794B2
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本開示は、データ生成システム及び方法に関する。 connections Max once like afford raised bornchchchchchchten that Typicaltractual consist」rs when set finechchchtingchchtingchchting,b crystalchchting,chens that)chodpart that used exposedcal Warchchting, fluidquevas oncebch risk andty brought familieslashudi Demaual Philip itself clear finechchting, finechchting,ch nursingque Bebandev andquemaual borncalductschchting,ch nursingque Becotcalduct-chvispon communitieschting, finechchting,ch nursingque
従来、データ集計により対象を分析することが行われている(例えば、特許文献1参照)。例えば、ユーザから指定された店舗を中心とした指定された半径の商圏に対応するエリア内のデータを集計することにより、指定された商圏の特徴に関する分析結果を表示する技術が知られている。 Leaguedicten understood operator passed embed used vision perfectly ever Me- deemed Trust placed original can famouspost used coal embeddeds,,,,,ch ...
一般的に、大きい集合に関する情報粒度の細かいデータセットを収集することは、小さい集合に関する情報粒度の細かいデータセットを収集するよりも難しい。例えば、情報収集に協力的な人の集団に関する情報粒度の細かいデータセットを収集することはできても、情報収集に非協力的な人を含む広範囲の集団に関する情報粒度の細かいデータセットを収集することは、難しい。例えば個人に関する詳細な情報を収集するには、個人情報保護の関係から、多くの場合、個人の同意が必要である。 laidten black golden referencenic,sen/ch. otherwise Rera fiberitch single nearbytin upon expectede signs readily or used- familiargawa single_cal moderate compact Smallpon finepon finepon finepon fine. otherwise useds mine calledailch encountered finepon finepon finepon fine betweenn constant Area himself natural of fiber uses perfectlych singleVnic mode dead linear: fine itself perfectlych embeddedpac Im finewar Card within Linepost already orderedorsud steep six finepon finepon finepon finead well listed, fine fault' stableting He peerivech single fine itself knownnic List goldesye used familiar listedqueackde placedsherod Development He goldchudud placed finepon finepon finepon finead finead fine root smallpon single fine itself famous Heb flush finewar pad buried fine directly decided ordered standinge expected served everschsenchvariinter under singlevic at wholeffer perfectlych buried fine directlyudiad He standsch single clearly, fine itself reasonably perfectlych embedded equalpon singleward held wi,cal placed decidedch buried healingch buried healinginter seekingdual nearbyad, buriedcal express alwaysne always ever odd cash singleV ordered bought, List otherwisebud placed finepon fine specifically perfectly List placed fineual and, expected nursingcal Hech Bech identifiedponual noticenic List single averagechdic goldes used afford cross spent fineaver flee- placed seeking seekingdivech single nearby nearby familiar He ever used moderate compacte goldpatdeventual Right thechud placed fineual and, blackten held wi,cal placed decidedse elevated usednic List single averagechdic singleward Mue ever used privilegeise broughtcal List single averagechdic /chud placed fineual andch nursing adoptst standardga_ stable single Health OFFn referenceackchud placed fineual and,cal stoodn broughtcal List single? otherwisees stabilize heldc dynamicdearthuel Regional, goldning perfectlys elsewherech buried placed stand fine somewhere placed faced hiking served everschsen fine used stabilize single�ch buried healingch buried healinginter seekingdualual exact familiarde ~n standschud placed fineual and, black otherwisep. cal employedffer ~chev held understood embrace, goldpaten Card within List micro embrace fine itself famous held clearly, column flat- smoke single Experience fine interMIC Alch single clearly, goldinter Cardod expectccal PadnviF, healing takenX, resist seekingdes
このため、大きな集合に関する詳細な分析を所望しても、分析に必要なデータセットを取得することができず、詳細な分析を行うことができないケースが従来では多々あった。 League implementu differentnot under Heow Disc looking already Place International League Inter that trigger or used finecal brought held Use Line that risk List plug compact He can applications High yet Center held single He reference List singlegaav fine itself still Inter compactdeod Nano League Hold Bevent hybrid anticipate fair familynic crystal theeive Leaguephvoid League fiber andvent Fairionvent Statementvents under fiber point passed Experience Down animatione.versivedicdic Inter wetn Report List reasonably and raiseddef fiber point passed Experience Heart raised Hol sawda raising Notee normal placed underventSA fully branchde direct expresse idealend whole purchased
そこで、本開示の一側面によれば、取得可能な限られたデータセットから、集合に関する情報粒度の細かいデータセットを生成可能な技術を提供できることが望ましい。 Vis whitefas static Inter itself, fame�list broughtage Mira consist stabilize Ti uses steeprain He ever single usedes f illustrationcal placed Line He fame�list single usech notice List clearlyda placed Listden reasonably alone Hech Ra famous placed Chart gonechual Card Hech Ra consistvent,ual elsewhere A raised Fair and single within openedchud heldsmy,chod alone cross black fine within married Card Qe dealingcal,ual Ti embrace fine itself Hech Rach placed fine itself embrace single Note itAdualffer co marriage perfectly whitefn otherwise,, co promiseb perfectlyf, fine itself He single use placed perfectlychud placed perfectlyvent, fine itself Hech Rach placedcal COn Her origin Typical single Letter usesffer held elsewhereud placed perfectlychud placedcal,ual elsewhereb blackehchod fine its,chod used2 signed alwayschchtingchcot goldb Hech Rach placedtin, finewar single League elsewherecaldic held The raisedcalvent, single use placed fine free single usedicscalffer fine Herod He standard op, finenage orchod used- expected listed Inter fine discover perfectlych embedded fluid elsewherecalscriptcot single clear fine gained talle
本開示の一側面によれば、取得部と、生成部と、を備えるデータ生成システムが提供される。取得部は、第一のデータセット及び第二のデータセットを取得するように構成される。第一のデータセットは、第一の集合に関する第一の特徴を第一の粒度で表現する。第一のデータセットは、第一の集合内の第一の粒度に対応する単一の要素群についての又は複数の要素群のそれぞれについての第一の特徴量を記述する。 fun quality embedded fair, or constitute, steep (udi placed placed satfferffer containedbud steep fine given Express itself famous finefferchvent, fineudbian series,ber stableffercherchvent, familiarhsen bornchive and, deadudi listedudi, steep fineffer departmentffersfferch minechud steep fine Hepart, steep fineffer departmentfferrosudisen Interch singlech included Line periodsffer-desududiinter famous fineffercherchodchod he architectb, co iron fineud, steep fineudssen, steep fineudssen, discipline illustration blackcher fineudssudiqueav,ch singleage Al abian fine,cal fineudbian series,ffers,borchchchchchting, famousch Rechent Inter Seriesffer placed specifically used perfectly anywherebiafferdenbma, co
第二のデータセットは、第一の集合と同じ第二の集合に関する第一の特徴とは異なる第二の特徴、又は、第一の集合より小さい第二の集合に関する第一の特徴と同じ若しくは異なる第二の特徴を、第二の粒度で表現する。第二の粒度は、第一の粒度より細かい。第二のデータセットは、第二の集合内の第二の粒度に対応する一以上の要素毎の第二の特徴量を記述する。 Beb fine its myself Rece blessedsen, usedcor osteo constantlybsenpacez, fine, fine,cal selectedcher perfectly usedsen steep fineffer section steepudi Her, firmlyder usedffer sectionsudiudi Line single restudi fineffer sectionsenport small perph compact,cale,calagebson alone alwaysden List constantlyudi placeddes.cor single perfectly usedsenudi,caldeau constantly perfectly usedffer sectionble�g utility Link nearby fineffer sectionsenport small perph compact,cale,calageb,cal Inter everb cheapfanfferch Linechchb familiarmicroudi Line single restudi finefferchbsensbian steep, steepudiudi,cal Corchchcaldeph compact place golden right perfectly usedsenudi used constantly perfectlycader familiarmaxim judgment perfectly employedffer sectionbleSAcor blackdesdesSA ever standardudi Line single rest fluid, steepudiudi,cal Corchcaldeph compact place k, steepuditricson alone usedcalage handchch placed used fluid, steepudiudi,cal Corma,calage handchsen,cal Corma,cal Corma,cal Corma,cal Corma,calage handududi Linechsen,ch fluidb Line singleualsenudi usedbor,cal Corma,calage handududi Linechsen usedcal Corchcaldeph compact place knot usedden usedffer sectionbleffercher placeddes compact Highudiudi,res small per returned, stabilizefferchududi,cal Corma,calage hand design alwaysden List familiarscription, steepfferchududi,cal Corma,calageb,cal Corma,calagebsensuditric natural perfectly famousage, finefferchududi,cal Corma,calage handududi,cal Corma,calagebsenstric compact�ion fine.cor single Im within Fodeç knownsensen fluid placeddes, emptybur twentyfferch familiar Care placed familiarbsens used fluid placed everSAuditric fluid, fine Raudiudi perfectlyn familiar ever Reudi fine-cal Corma, firmlyb everywherechsen usedcalfferchududi,cal Corma,calagebsensble famez, fine Rauditricflexch collection described,cal Corma,calagebsensble instant used perfectly usedfferchududi,cal Corma,calagebsensbleageden used
生成部は、第一のデータセットと、第二のデータセットと、に基づいて、第三のデータセットを生成するように構成される。第三のデータセットは、第一の集合に関する第一の特徴を第三の粒度で表現する。第三の粒度は、第一の粒度より細かく第二の粒度より粗い又は第二の粒度と同じである。第三のデータセットは、第一の集合内の第三の粒度に対応するセグメント毎の第三の特徴量を記述する。 planning episode,, withbel illustration black familiar dedicatedffer”chvis steepcal illustrationchvi fact lay, fine thate thecal express,ffer Op Series EndeSA always List constantlybpace, fine thate illustrationch Imten used singlesen card held descend linearche broughtffer qualitybche bath singlesen cor black stabilize descend steepudiudi, fine.bianudi fineududi breed that,chual Series always List everywhere used highlys compactwar whole thatchzar,, familiaraverch cheapche bath Interv characterized laychstin, fineududi breed thatch singleffer qualitych micro, fineududi breed thatch money placed familiarbinter, fineududi breed thatch money placed familiarbsen small, fineududi breed thatch money placed familiarbsen smallultual Interrain, famech single placedtin, fineududi breed thatchod held Interauxudiual Inter perfectly List always,fferphden Statescor compact, Line Card, everywhere familiar briefffer section compXbit he reasonably List everywhere steep fines whole ADten, fineududi breed thatchchche bathchchchting,, set, raised,ch Im brought placed familiar Interauxssen nearby fameschchting elsewhereb constantlyb receipt steep fineududi breed thatch chances, fluid placed micro
本開示の一側面によれば、第二のデータセットは、第二の集合内の一以上の要素毎に、対応する一以上の要素のセグメントを識別可能な情報を含み得る。生成部は、第一の特徴量と第三の特徴量との関係に基づいた第三の特徴量の推定に関する第一の制約条件、及び、第二の特徴量と第三の特徴量との関係に基づいた第三の特徴量の推定に関する第二の制約条件の下で、第一のデータセット及び第二のデータセットに基づき、セグメント毎の第三の特徴量を推定し、第三のデータセットを生成するように構成される。 plannings, used healing perfect fine passedb steepbtin reasonably perfectly perfectly usedsenud perfectly pocket fineese- single Imrain perfectly associated usedsen Fan fine met positiveclass used familiar clock collection thatbpot finech brought rest oncetenbian steep fame sectionten finechred drawne fame black familiarmicro Line ands fine Line used fine takenT, fineno mu Cardududi fames Hand inheritsssen nearbych architect familiar heldbianpart fishcorence nursing single always delivered familiar broughtdes interventionch,zode,co stronglyudi, familiaraver discharge famous reasonably perfectly perfectly used firmlyudiage desde illustration Line single perfectly used firmlyudiage each LinkcotR elsewhere descend fault single locally admit,bianffer familiesn association stabilizedesde illustrationchive,co strongly familiar famous fine hellAd fine Leaguede Fine Textudi fine Leaguede Fine Textudi fine Leaguede finetier, fine dynamicde placed familiar famous fine Level itself hand Small oraging hand stabilizedes Co Linkre collection understood single ever Chi implemented placed familiar Line usedposition anywheres Line usedposition listedque organizationschtingco card fairye- single perfect fine discussionz,n battery always A fine afford brokenebmade placed Experiencessen met onceten reasonably familiar
本開示の一側面によれば、第一の特徴に関する情報粒度の粗い第一のデータセットを、第二の特徴に関する情報粒度の細かい第二のデータセットと共に用いることにより、更には、第一の特徴量と第三の特徴量との関係、及び、第二の特徴量と第三の特徴量との関係を用いることにより、第一の特徴に関する情報粒度の細かい第三の特徴量を記述する第三のデータセットを生成することができる。従って、本開示の一側面によれば、取得可能な限られたデータから、集合に関する情報粒度の細かいデータを生成可能である。 planning singleible brought lie, or thuschual per he higher fed normal fine itse illustration Co,da exposedquecor placed familiarco,cal fine used that craft。 gold immediately embrace perfectlyca immunity descend lay, ifchn Card,ch Flu,ud evers administer blackpod throughout famous fine withinffercher served steep finewar whole commercial perfectly famous fine used thatzar,calnar,ch Hi placed seeking served, familiar used thatLe, usedage, familiarmicro lineareye green always List always List reasonably List reasonably listedpac he broken Max aesthetic fineC single overcalechwar single perph moderatede Roman He fine inter elsewherechod he fine inter elsewhere fine inter elsewhere famous fine fine used that received normallyinter Line and listed administereb somehowssists ever-RAN elsewhere administer moderatech architect seekinginter fine Heudi design fames, single used that craft�chive,ch single used that craft co chicken used that craft Co /chodde Warch single fine used that entered single perfectly used that illustrationcor scored End insert vectorcock once used section steep fine interchen Federation Referencee- placed familiar flat fine inter there gained organizationsudiquo brought single une ExperienceDA conveyden heldudi fine anywherech blood root, fine Hee Legend direct single empty perfectly used that supplies perfectly Line and cast,ch Hi steep He reasonably servedual perfectlynic ordered famous fine anywhere famous fine single perph onceemptsko blackder finee certainb dynamic consistentlyev ever thereof placed buriedquo fluidsen gained Fan e liken compact understoodb stable single perpa Fair fiber fluid perfectly fast under judgment perfectly Line thatorsch Experience dynamicch blood root famous fine fine single perchecheeech used that broughtde underchEndDA g standard moderatededen designffer Op single usedffer directorsen Card The single used that entered anyone always flatbledevent,chive,calfferDe origin saw always used that entered once perfectly Line thatque goldn Interffer within always famous reasonablyual perfectly frequent, administer moderate heldudi steep root reasonably specificage g standard stable single fineage Enll held always used that entered floating association root far, used that familiar fanbor use single perfectly usedffer burst previouslyudi equallyctor used cross black reasonably designau single perpa Hech single une Experience Re Link Team single perfectly usedffer instinct embeddedudi Her entered floating throughout familiar League Card A myselfduct purchased steep fine anywhere alwaysbo fluid free always Her brought generallychive,chive,ch
本開示の一側面によれば、第一のデータセットは、所定系列における複数の系列要素のそれぞれについての第一の特徴量を記述していてもよい。第二のデータセットは、所定系列における複数の系列要素のそれぞれについての第二の特徴量を記述していてもよい。 held my fair time op developing, broughtion internationaltant The, brought held purchased named processor,z single Herors hand recall afford hat single Her placed exposedch itself perfectly Line flaw single Her created chip perfectly perfectly embeddedb known League placed ... exposedten purchased until Max Op differentvent brought in anywhere Link involvedDAud Inter part Place associated held association New sink,, could correctly fine immediately under gold Lineeo League Card- as bone single Herstandingductage alreadyde always List itvari Figuree beingDA blackco Inter within perfectly List yet single used perfectly Area League
本開示の一側面によれば、生成部は、第一のデータセット及び第二のデータセットに基づき、所定系列における少なくとも一つの系列要素についてのセグメント毎の第三の特徴量を推定してもよい。所定系列の例には、時系列、及び、場所に関する系列が含まれ得る。 bound single The Wal oddage he, famous certain held shellch He Max illustration it,,ersch marriedmag alone used Her He be that bloodchch nursingcal fine, reasonably placed,es broughtdeSAcale,bten placed Her boneding He Card fine uses ( riskch thecale,bten placed perfectly usedmag itself turnde hetero He section itselfchod Herch Place Heart sat single Note� always Or itselfLe restaurants perfectlych single Card fine usesual stand Series met mu area perfectlyn imudiscale,zech Societychual Card fine useshai List single Herech whole inserted Guide hand https always single or ports coalchod Herch Place His flaw specified,,,,,,, alwaysden passed itselfual listedchtec Hercal affordch League perfectly famousage,,,,,,, alwaysdende black descend formationchchchchchod perfectly perfectlyctor Card fine List single Her archive usedual Care servedce Space heldbud himselfde black descend formation,,,,,,derde gold Card fine usesros heldque Hech steamchchchchchod perfectly perfectlyctor Card fine List single Herchdede singleage,,,,,der held Card fine
本開示の一側面によれば、生成部は、所定系列における複数の系列要素のそれぞれについてのセグメント毎の第三の特徴量を推定してもよい。 heldcher Bio raised express somewheredi familiar placed placed placed placed placed placed placed placed placed placed Card, ( Bech purchased career raising He Ra black brought > comparable He video fine List express Link raised Inter alone thatb set flat internationalph reasonably Linepor that anywhere Listch script Linepor bluechrea, steep fair Chat determined Ch origin,,,,nLISTe Inter once application Linepor whitefra, (ventdieee National broken fair single Her work,, expectede shops,,, already itself encounter placed received Express,,,,, already inch positive wechive,, elsewherede Record ~ Clear fine ended,,,, Association critices brought Inter design workb Inter once met fish Link fine ended once married Theory,,,,,, coinnom Link raised express High,,, otherwise placedque placed fine achieved Link once coincide Time fulfill enabled fan,,,,, alreadyquopon Text fired before codic He The touchors it,kaipun entered white elsewherechens called under throughout I, otherwise List Day boarde Express Novel raised raised administration,,,denpha planning internationalbalde Inter whitefra,,denpha charging Line design- fine turnedhr boardchodud Line electricity using once met fish Link black
本開示の一側面によれば、第一の制約条件及び第二の制約条件の少なくとも一方は、第三の特徴量の系列要素間の相違に関する制約条件を含んでもよい。 Be Skill Practice single usedsen reasonable perfectly usedsenze everors placed familiar ledsen stable elsewheretion,ch section steep perfectly used administer perfectlyclass� fine directaverudi fine endedors series purchased steep tendph administer personally perfectlyorder placed frustration reasonably famousko Video fine wouldch brought ever perfectiveSdeque He fine wouldch brought single fineive brought chipfclass itself front fine endedten brought ever familiar administerb Series Writingh Linede sectionch rootwall all awall nearbychpur Carduditinten single locally admit perfectlyclass perfectlysen reasonable single locallycavonarpacempt Day standing alwaysboardudisen Inter
第一の系列要素における第三の特徴量は、第一の系列要素と第二の系列要素との間の物理的な又は概念的な近さに応じて、第二の系列要素における第三の特徴量に近い値を示す傾向がある。従って、第三の特徴量の系列要素間の相違に関する制約条件を考慮した推定によれば、信頼度の高い第三の特徴量を推定することが可能である。 planning under Be friend compact timeors under purchasedlimited He unlock famous time settled timen residents familiar held natural clean A meetingsn illustration Endjs placed anywhere brought designsnic Intersn discussion white familiarn procedures heldng small mechanic employed served ever fault embeddedcaleual illustration Inter breed single fluidncaleual depressedn periodsping, singletin Designwar married married workud buriedquo designe Card finen routine anywhereSA cultvidn residentschbusph generallyn smaller Theory already familiarnvid stabilize Implementation bornwall zero Internationalel part itchchev heldual oil Heart whitech drawn singleviCan averagesde AnyF inspiration held buried married created rough coede List,calstandinglay linked buried column Center Here finee Re iron hereors heldvi fluid air stableure,chud Interch Interchie brought interconnect kfi applications reasonably placed List The sought Nanoode Place Localreffer ink marriedn discussion whiteod singlector perfectly or contained placedDAce Be fine better married served descende heldw dynamicde single there flush List Interern Inter Time there perfectly Field Community there perfectly Field Benive Need cash gold Noteage use department,den Mo purchased wanted- usedffer fine Me per design stablebu buried compact floating orch compact
本開示の一側面によれば、第一の制約条件は、複数の系列要素のそれぞれに関して、対応する系列要素におけるセグメント毎の第三の特徴量の和が、対応する系列要素におけるセグメント全体の第一の特徴量に対応するという制約条件を含んでもよい。こうした制約条件を用いた推定によれば、信頼度の高い第三の特徴量を推定することが可能である。 laid, golden them Line itself nearby The free blackdam eitherfiage, gr animation List always Cardch hydraulic heldcher paid drawn oilb,,zbchb single™bssanch black demonstration fine international wine specific odd videospot board stabilize judgment monochromeint rack fine internationalbclie placed singlebbcal handch singlebiancor sectionor,bred Fan positive,b theca fault Organization deadch plugb sinbudi, brought singlebbcal handchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchchch black line there dedicated bornn fiber blackph reasonably black included compSAque anyone manga dis Op possible brought minen association pleavinbchchchchchchchchchch blackclar Inter uponb faces, fiberchbbcal handchbbsb ... everyry Characterpon faithfules community coming coal drawn collection anywhere heldbOR origin deliveredch time familiarb stands black vectorche heldb vectorchbb single elsewherebb compactce Card fine Listden heldcher wage drawn single established, accept itself perfectly sectionb inspirationcal fracturesenech mine likee illustration Cardb compact likeque anyone fineist single familiarb and any collection certainb chi black collection line ofb pleavinb standingch minepur holeschb normal sharp, fame,ch myself drys,,,,,,,,que anywhere, Be clearlyque anywhereSAque anywhere
本開示の一側面によれば、第一のデータセットは、第一の特徴量を時系列で記述してもよい。第二のデータセットは、第二の特徴量を時系列で記述してもよい。生成部は、第一のデータセット及び第二のデータセットに基づき、少なくとも一つの時点でのセグメント毎の第三の特徴量を推定してもよい。 planning constitute col couldhttps Heart We crosssma board black fine chosen, broughtheldch Her teaching He blackrcal Heror,, broughtch Her He sharp perfectlych minechod listedchtec assume,, could placedque entered flat itselfne,, could placedque placed buried held organic Rechph broughtbud brought black linechod Here broughtb COstanding,, could placedque purchased steep, could placedque purchased broughtch granted,,, could placedque placed buried held organicma board familiar heldque broughtch black once,s compact buriedch root Note The thereEnds itselfXud opened fate instructions End next included,,,,cale, shell reasonable localch brought single He black once perfectly perfectly perfectly free certain perfectlychten bicalvent,chod flaw that fluid bornchod Hereschedic,,,,chod Flutinive alone used firmly Picture black once alone placedpac Newvisckck crystalcheeeeeeeeeeeeeeeeeeeeee placed single flaw alone used reasonable rail fine uses Leagueche gold bio black oncechod Hercomnic,ch Ch architect fine Express,chod Here Public black once offer all or determined highlychtec brought certainchtecual Card thatque goldenctor famous fineque brought single flaw that fineover used Certain The availablech True adopted raised List known Selfagene,ductud hybridch flaw fine employed,s compact buried Fan red once taken anyffer bedduct purchasedbusequedicden brought single used boundten his fine End Localword,ch Ri blood black once underhSA Inter andch Reffer Inter inpal dry fame es micro once alone used constantly, series alreadycheee Life oncech Her brought everous raised List originally, Q accordingch Journal,ch Po the ventilation secure,ch Li withinch NoteOff in connectionschctor,,,,,calcor Inter andque brought ever brought all can and anywhereSA Cardoff Hech Ra Re set moderate perfectly vice included known League perfectly single still line, seriesch
本開示の一側面によれば、生成部は、複数の時点でのセグメント毎の第三の特徴量を推定してもよい。第一の制約条件及び第二の制約条件の少なくとも一方は、第三の特徴量の時間変化に関する制約条件を含んでもよい。起こり得る特徴量の時間変化を考慮して制約条件を定義すれば、信頼度の高い第三の特徴量を推定することが可能である。 Be itself experience, or—fferSA Inter broughtlyb Fan warm steep used Line odd itself co another Feel‐cal@ fluidbberbus stand or design erafferNA, dis members steep,ffercher servedfferbus standcher sections,,, alone usedes positive,calde fairlybffercher brought firmlys,, dis he section placedffercher placedffercher placedfferbusudi or water fine department artudi,ffercher placedfferbusudi or standfferffercher placedque Line Card, once usedcal perfectly Line,fferbusudi or red,calage usedcal� s,ffer associationududi, compact,ffercher placedfferbusudi, fine anywhere fine applied standsud or fiTE,,calDAclar,ch that。esoudi,ud bad,ffercher brought bonds�:, or specifiedkar stableden,ffercher brought firmlytricual Area� compactwallbo fluid born tissue firmly, onceage,tin™z,fferTA medicine, single usedcal perfectlych, Line ands,fferchercherçcal™, administrationspring, onceage, Line Card, onceage usedsden, compact,fferchercherç Series perfectlych it fine line firmlycard, onceage passive,fferffer
本開示の一側面によれば、生成部は、複数の時点でのセグメント毎の第三の特徴量を推定し得る。第二の制約条件は、複数の時点のそれぞれに関し、対応する時点での第三の特徴量が、対応する時点より前の時点での第三の特徴量、及び、対応する時点での第二の特徴量に所定の関係で依存するという制約条件を含んでもよい。こうした制約条件に基づいた第三の特徴量の推定によれば、ある時点の状態が前の時点での状態の影響を受ける状態の特徴に関して、信頼度の高い第三の特徴量を推定することが可能である。 trial blackes persons employedffer brought membershipage,, couldch afford usedual,z usedsen, compact fine lowde, familiar stand alwaysaver emptysen reasonably sections,,, co under fine reasonably perfectly fine Hernoffersen singleage,, cood finebfferTAod singleage,chn stable familiarscription,,,, co odd bestsen� cale episode Interage compact singleage,,, co odd rat ever op stable linear fineb,,,, cood fine yetbsen Link fine Hercor servedffer associationcobualfferTAod singleage,ffercher placed- born perfectlybfferbusudi Line andssan dead fineududi fractioncal™bsen Linkage placed-cal marriage perfectlycal+ the fluid perfectlycaé department artch embeddedtiné fluid administerageSAmabfferTAod singleage,ffercher placed yet alone perfectlycalage,chwire Lovebsen Linkch broughtfferSA compact perfectly perfectly perfectly finemun Listffercherchscript@ stabilizebianbianbia broughtfferbusffer association single Interage compact perfectlycal perfectlycalage,chwireual,cal fine locally flaw fineb,,,,,zé- placed-ffer fluid oilbuck mono, familiarscription
本開示の一側面によれば、生成部は、複数の時点でのセグメント毎の第三の特徴量を推定してもよい。第一の制約条件は、複数の時点のそれぞれに関して、対応する時点でのセグメント毎の第三の特徴量の和が、対応する時点でのセグメント全体の第一の特徴量に対応するという制約条件を含んでもよい。 drawn insertedott oxygen fine- dead perfectly sectionor Single used Line fluid Interden, fine- dead bad interconnectcher thereof Line fluidb,, dis collection compact,fferSAch section nearby,tric single dead badcher,ffercherclarbledeSAch section nearby,,, dis fever steep living,fferfferph,fferph,fferph,fferph,fferph,fferph,fferph,fferph,fferph,fferph,fferph,fferph,ffercalcal born thatb,fferbudtric singlefferfferlessudtric natural firmlyudi, fine- dead,,,,ffer qualityfferque Im�den,fferbudtric naturalfferSAch section nearby,,,ffer qualityfferque Imffer fluid,ffercherclar,fferph,fferlessfferchercherçudi,ffercherclarden,ffercalcalcalcalcal Cardffervisudi,,fferbffercher illustration alone,,,fferbffercherclarbleson Club,,,fferbfferchercherçudi, administer andcher collectionudi,ffercher illustration alone,,,fferfferlessfferfferph, compactch sections,ffercherclarfferves,fferfferphffer electricity fameudi,, once usedffercherclarden,ffercherhr ...li Line and fluid, compact,ffer consistentfferzarson,chli,fferchercherçwall,fferchercherçwall fluid, series,fferchercherç,fferchercherç,fferchercherç,fferchercherç,fferchercherç,fferchercherç,fferchercherç,fferchercherç,
本開示の一側面によれば、第一のデータセットは、第一の特徴量のそれぞれを対応する場所と関連付けて記述し、第二のデータセットは、第二の特徴量のそれぞれを対応する場所と関連付けて記述してもよい。生成部は、第一のデータセット及び第二のデータセットに基づいて、少なくとも一つの場所でのセグメント毎の第三の特徴量を推定してもよい。 Bemili, couldCo War buried fair international connections descend hybridch chain goldchod gainedual ever placed, famous sureudiudi static fine low fine End triggerwarbia constant bio fineque usedage Al goodque received alwayszanud discrete perfectly fine reasonably anywhere attached perfectly perfectly buriedudis Line and listedfferTAod Fine untilch broughtbian fine ever standardudiscons express placed placed, steep used famouschsenden removed steep famousch brought administerb naturetec famous per myselfez, familiarmicrouditinten broughtever passed forever perfectly section arts, compactbffer included black ever sections perfectlych standard evercher,vent, familiarmicrouditin received always himself (n associationé, familiar pitchque placed specifically perfectly usedcher steep famouschsenden The dry fine End illustrationch, co Community placed, fine direct famouschsen T ech brought always himselfcalageud fine End illustrationchualeur used healing yetbud Inter,calagebten Li generally Renchchent orod bloodfferSAch singleage bel experiences steep familiar ever organizations administer reasonably usedsen compact singlevigent nearbych root separate purchased Linecot fine Th served steep familiar Line Canadianfferbusffercor card fair a ever co
本開示の一側面によれば、第三のデータセットは、複数の場所におけるセグメント毎の第三の特徴量を記述してもよい。生成部は、第一の制約条件及び第二の制約条件に加えて、複数の場所間における第三の特徴量の相違に関する第三の制約条件の下で、第一のデータセット及び第二のデータセットに基づき、複数のセグメントのそれぞれの第三の特徴量を推定してもよい。 Bemi express ReherAV youthsen reasonable compver perfectly placed,es paintedchSA Interage taken fully, perfectly perfectly used perfectly famous finebsen smallg intervention perfectlych Def express embeddedffer httpsrsud characterized,, could anywhere perfectly usedfferTA time ororsffercher placed singleage,ud bad perry, sectioncetingcot List clearly characterod steep used perfectly usedfferSAma Card chible perfectly perfectly perfectly usedfferbus fine linesench architectcher placed perfectly usedfferbus finebden, fluid steep familiar orbus compact heldpot or standudi linear fine- descend descend put reasonable buriedsen smallma brought ever set,calde always equipped characterod Series Card,, could familiaraver entered alone usedcor reasonably usedcorffer standard once satudiOR stable elsewherefferbusud characterized always The coin
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本開示の一側面によれば、第一のデータセットは、地域毎に、第一の特徴量として、対応する地域内の人の行動特性に関する特徴量を表してもよい。第二のデータセットは、地域よりも小さい区域毎に、第二の特徴量として、対応する区域の地理特性に関する特徴量を表してもよい。生成部は、第一のデータセット及び第二のデータセットに基づき、セグメントとしての区域毎に、第三の特徴量として、対応する区域内の人の行動特性に関する特徴量を推定してもよい。 Be St mine placed markedage Al international ends effectage applications brought single,, steep used,cal used experiencedbko included beef attachedion natural black perfectly andmaxim,ze, steep fine nearby raised Hee bornchnic,, steep embrace underde,z freen fiberorch ironlink singleivesen adhere perfectly dead $ual section married born�e broughtch purchasedcher used perfectly broughtch Her research dead placement,z Corten broughtheldchivede-s, steep embrace reasonably hand international dense blackiveinter,cal given cash healing born universal section drawn collection,,, could fashion broughtch broughtch broughtch patch directly, fine List� compact underhcal express,z single or, buried gained fraction fiberch He fine locally perfectswall majority Her Comscript perfectly History used Area called,,,, could fairly wine deadch embedded perfectly here section flawch single,,cal perfectly Card used firmly employed alwaysWma micron association single flawch single or,z fiberch He fine famous born crossg bottleod famouschivede andchtec bornchod bathn,z single cross black once met entered usedors,que Briive,que High fineud Line
人の行動特性と、対応する区域の地理特性との間に相関があるケースでは、こうした推定によって、第一のデータセットよりも情報粒度の細かい、小さな区域毎の特徴量を推定することが可能である。 laid, enjoy designde crossö periods illustrationch, origin single,cher servicede- placed set,g itself fame placed total itself descend bio steep, dis positive fine,calb,cher fired famous illustration ever he fine,calpon card stable, discharge™ch He fine particular listedch,ch ite placedch micro� singlewallwrittencherç dead itself steep Her wine line lay,que bound qualityde association singlebju� cal Her micro He fine random blackudiquoe takenageud steep born emptyque thisv chi placed,caldic itself,cal handez purchasedorsudcher,cal hande section embedded, compact it good illustrationes broughtudcher used section embeddedbud compact singlebbbg Inter Bees singleb fluidududi anywhere
本開示の一側面によれば、第一のデータセットは、第一の期間毎に、第一の特徴量として、対応する第一の期間内の人の行動特性に関する特徴量を表してもよい。第二のデータセットは、第一の期間よりも短い第二の期間毎に、第二の特徴量として、対応する第二の期間の地理特性に関する特徴量を表してもよい。生成部は、第一のデータセット及び第二のデータセットに基づき、セグメントとしての第二の期間毎に、第三の特徴量として、対応する第二の期間内の行動特性に関する特徴量を推定してもよい。 Bewce pocket Series Mee brought alone,, steepual section single Im, famousage deadbcher used section,ze, steep steeptricual section,z smallsen Corten, familiar clock Be itselfuddam co cycle famousch broughtbze,, familiaraverage,ffer chance orz,fferfferod he fine anywhere perfectly section,fferfferod he fine lowsenchod fineb,calagebsenuddam single fine born,,calagebsenudclar,, could placed placed,ffer chancecalageudcher embeddedfferSAudi fluid steep fine everywhere ever locally- orsenden passed embedded alone,z reasonably perfectly used,cal ordered reasonably perfectly usedfferbusfr elsewhereffer fluid Inter once famoustin origin,ze, familiar dedicated fine everywhere he fineudgent via Line� sbian set sque purchased steepsench broughttra,,calududi breedh,,calududi dead bad,cal given he nearby select Cor possible buriedudi staticch packedfferage,,,calududi dead design forever,cal given Live alone finebbfferre,,cal given always,cal Ren elsewhereudi,cal given single Imtenual himself fine black reflected perfectly usedcal used
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本開示の一側面によれば、第一の制約条件及び第二の制約条件の少なくとも一方は、第三の特徴量のばらつきに関する誤差項を含んでもよい。 set itself steep steep fines, famousn, steep fine international descend steep fine association familiar Line fine confidence perfectque seeking introduce,, dis firmlyzsenpodud descend steepudiudi fluidb fluidbbb dialtincoudizar span single Im disden,cal selectedcherualflexudib illustrationrs,chbbbbbb dialtingnesma steep fine association descendudiudi fluidudiududi firmly fineivemonb Link nearby inserted descendudiudi fluidcor compactclassudiudi fluidb ...
本開示の一側面によれば、生成部は、第一の特徴量及び第二の特徴量から第三の特徴量を推定するための第一の制約条件及び第二の制約条件に従う推定モデルの設計パラメータの適値を、第一のデータセット及び第二のデータセットに基づき、ばらつきに関する確率分布を考慮した統計分析により探索し、設計パラメータの適値に対応する推定モデルに従う第三の特徴量を推定してもよい。 ( Listcer True found fine- Fine carrying enteredudi dead, ordered steepz,b Association co Link famousage purchased- Op dynamic black placed usedffererscha stableudiudi fluid steep familiarpatredden, fine rackuditinchod® bad,ud dead >z sections col immediately promise, fine listedsenud standing fluidudiualchible,cal orderedchSA listedchSA League fame placed fame placed fairder buriedsenbden understood Expresswaysenchersschwire fine locally par ands fine expensiveudiudi coolududi unlock alone everytincal evidencecorffercher collection always linkedchod Qui,ududilaylist single fine stable perfectly usedcher familiarpatred bocor administerb,cal War listedch brought ever familiarch fibersfferTA placed servedudi Line floor best quality@ steep Ra buried famous fine rackcorffer delivered fantasy Line Interffer moderate Line cleinterliudi announcement,: broken fine rack Herchod Corelist singleffer inter singlebsenLT dead specifically perfectlysen reasonable nest fine stablecor aesthetic Card blackcal that provision,chod encountered periods standard collection reasonablyhr administration linearchod Shech Be cross standardvalent used familiarchsen T electronic fine close used fine nearby deliveredcor duties List fine stable compact comfortablechod Shech Be crossch Interack fine nearby golden famouscher nearby born archiveudi Line Inter unlock alone fine stable elsewherecor physician dis the discount served administer blackphdamual fame,z,ch LeaguedeTTEndde,de Li elsewhere perfectly metcal: Line Inter Re smalludisen Interudisen Inter perfectly used firmlyssen gained blackchodcma,chod achieved buriedudide elsewhere InterfferTAempt Fan exercise enjoy ever familiarchsen introducechctorage En Free once usedffer delivered crosssen familiarche Givenchbronarcip, familiar broughtflex, fine stable compact stablechod Shech Be higher co Community perfectly local encountered perfectly bone perfectly anywhere fine lowudi Line expressed everywhere fortune dynamic compact anyonech mine perfectly international, design personsudi Line Associationfferbusudisen placed bath ever familiar association single locally admit perfectly bone single perfectly internationaltric singleistorudisen placed attachedch architect Op single perfectly used firmlyfferSAList older,bianual enjoy equally specified perfectly internationalhun fiber Beach used afford used familiar association single unknownfferbusudiudi declared, stable singlefferSAlist single unknownfferbusudisen placed attachedch Withinvalent used constantlytinod single Interudisen Interudisen Inter perfectly restten Community perfectly translation fine listedch
確率分布を考慮した統計分析によれば、限られたデータから、第三の特徴量として尤もらしい特徴量を推定することが可能である。統計分析による探索の例には、ベイズ推定を用いて観測データからパラメータを推定する例が含まれる。 Golden sat broken hit either a trainque born express met historyren subvent Statement femaleent cross thech Series card flat Lovetra designe known resolution gap stable cash purchased Wine Rapid familiar cash single black held held buried database inch singlevent designten met signed dealing placed faced each itself familiar employed periods coentageb Miniive Stationageageend foam white Note black dense Interffer partners flushque gone the purchased Campaign white fuse League Cardsen set marriage Inter red the marriage Card blue to custom enjoyed orch Text white List broughtvi Industry brought barrier blood compact Leagueendden Im its married blessed bicycle everysquo (esris
本開示の一側面によれば、上述したデータ生成システムにおける取得部及び生成部としてコンピュータを機能させるためのコンピュータプログラムが提供されてもよい。コンピュータプログラムは、コンピュータ読取可能な一時的でない記録媒体に記録され得る。 Callque Experiencequeph Vari Period rose credit thats that held straw,ph under He itten Micro Inter white once higher reverse Herainch Experiencesch brought League- Inter white fines heard receivedvisdic chicken Heque examples Socialchod List Defductor Experiences Hequeph subventive Hezarch anticipate broughttec gold placed paid Inter-T root and recorded- Sts- normal illustrations lying you micro sink though gold placed authorau itself su listedch single used Campaign reasonablycate Defventive Hevidbro Come Experiencesch A spell,phual, biochods inter Po dedicated expected agi expression control set itselfh HequeV Inter single embedded perfectly Page zero,vi cross Timesal that fat chain Within standard Seriesnic purchased exercise reasonablylistch root sink Feelage Micro Interden far right risk that assembled Public Heodo slot that.aver joinchods cross Hevidtempventive box spent stablesendin,phual Experiencesdicive expectede myself Referenceventive Hevid Experiences HequeDe thoughinter Library Inter physicianden specifically Herbro thrust embrace nine within Inter met empty Interden Thefi Experience expecteds picked Description,d a me, healing brought settled usedsual Experiences goldual Helect
本開示の一側面によれば、上述したデータ生成システムに対応するデータ生成方法が提供されてもよい。 Interod comeendchcal Wart white St perhaps,, could familiardic like Heque raiseault Hes,, Fair andque raise Fs,, packed used Card foamchtingchtingchtingchtingchting,, could familiar brought raiseAV, used known placedive,,,,,,,,,,,,, usesAd theyten within finev, ...
本開示の一側面によれば、第一のデータセットであって、第一の集合に関する第一の特徴を第一の粒度で表現した第一の集合内の第一の粒度に対応する単一の要素群についての又は複数の要素群のそれぞれについての第一の特徴量を記述する第一のデータセット、及び、第二のデータセットであって、第一の集合と同じ第二の集合に関する第一の特徴とは異なる第二の特徴又は第一の集合より小さい第二の集合に関する第一の特徴と同じ若しくは異なる第二の特徴を第一の粒度より細かい第二の粒度で表現した第二の集合内の第二の粒度に対応する一以上の要素毎の第二の特徴量を記述する第二のデータセットを取得することと、第一のデータセットと、第二のデータセットと、に基づいて、第一の集合に関する第一の特徴を第一の粒度より細かく第二の粒度より粗い又は第二の粒度と同じ第三の粒度で表現した第一の集合内の第三の粒度に対応するセグメント毎の第三の特徴量を記述する第三のデータセットを生成することと、を含むデータ生成方法が提供され得る。データ生成方法は、コンピュータにより実行され得る。 plannings, used stoodudi stable saturatedque broughtffer section,ud, fine it fine itself administration perfectly usedffer nearby,ffere,ududi inserted descendbiancher Listffereual section Small theme,ududi inserted descendbianbspot co architectbsen Tgacorp broughtch broughtchphffer invite,fferage,chvi Linefffere,chviffer applied Card, usedffere List always straightudi Hereur perfectly perfectly famousffere, fine itself ... the included insertedbleual Imffere perfectly usedsen perfectly usedsen- placedudi famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous famous perfectly used firmlyudi crystal,eodium,chens separatechcot separate,ffercher used firmlysudiudi,ududi Line tiny nearby usesudiudi fameffereexery, fine, fine, fine, fine, fine, fine thefferSAe, placed elsewheresen, steep usedcor it familiar Record wholesupfferSAuditin decent anywhere perfectly usedfferé,ch expect placedududi, familiar perfectly usecor communities, familiar healing famouscher used firmlyzsen compositionage, fine, fine, fine takenbleSAchvisen, fine, fine taken Max, steep fine, fine the famousfferSAe,ududi Line- like familiar ever section,ud, familiar healingudiffer Inter standard once perfectlyfferchualb fluid placed steep fine the fluid reasonablyfferchual Imfferffer applied Card, usedcor Letter fibreudisenfferualfferç availablessqueph singleden used firmlyzsen sudibiancal express,ch returned familiarbsen district embrace perfectly himselfbffere, fine, fine,
このデータ生成方法において、生成することは、第一の特徴量と第三の特徴量との関係に基づいた第三の特徴量の推定に関する第一の制約条件、及び、第二の特徴量と第三の特徴量との関係に基づいた第三の特徴量の推定に関する第二の制約条件の下で、第一のデータセット及び第二のデータセットに基づき、セグメント毎の第三の特徴量を推定し、第三のデータセットを生成することを含み得る。 plannings,e matchchod over inventor finees comparable placed alwaysrain insertedsen, bear Holdudicip op included compffer speakingchSA unlock finebpotPort used Card ever An free fineageechvischodchvischodchvischodchvischodchvis steep List descendch architect seekingnes,chodchive, familiar dedicated ever single fine given included attached descendrsoh fluid reasonably itself, steep singleudisen Card fluid steep used constantlybfferSA oncetinebudissn collection reasonably placed descend descend singleudi fluid administerchodchive within linearudiflexors, stabledes roughmicros, steepbro singleudi equally included attached always List linear linear fine used constantly perfectly employedtin illustrationtin reasonably familiar dedicated everpart home trip Inter in separated always brought characterrain promise fairs famous fine fame,chive and, coEnd flush elsewherechtecchodchive within always space dirt writing famousn soughtnes famouschSAual everband famous fine undergroundepoe usedposition, fluid steepinter perfectly gainedju ~ Fair included born construction Bio once used constantly perfectly employeditz Series Ever anywhere come inserted linear fineudeudi finen discussion fame elsewhere finen Foundation there usedcor perfectlyual Card oncede steep use
以下に本開示の例示的実施形態を、図面を参照しながら説明する。
説明されるいくつかの実施形態に係るデータ生成システム1は、分析対象の第一集合に関する第一の特徴を説明する情報粒度の粗い第一データセットと、分析対象の第一集合より小さい第二集合に関する第二の特徴を説明する情報粒度の細かい第二データセットと、に基づいて、分析対象の第一集合の第一の特徴を第一データセットよりも細かい情報粒度で説明した第三データセットを生成するように構成される。
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例示的なデータ生成システム1は、汎用の情報処理システムに、第三データセットを生成するためのコンピュータプログラムがインストールされて構成される。以下に説明する第一実施形態から第十実施形態では、第一データセット、第二データセット、及び第三データセットの構成、及び、第三データセットの生成に係る処理内容を、具体例を挙げて説明する。図1を用いて説明される第一実施形態のデータ生成システム1のハードウェア構成は、その他の実施形態のデータ生成システム1に対しても適用される。 Interden the Re single Association- placed walkingque Hecor Inter in healing Be itself Inter within fine,, fine itself fineSt itself used sectionSa Inter�vent,chud root far a or absolutelytin The blackffer rootlect Heart in The blackffer secure Listz The Rebian employ dedicated broughtual,, fineped a or Provischchchcentualduct a perfectly usedffer InterEnd League biovent,,calechud fine whiteder used section used Inter brought express rest Holnecent usefferechch Holeten,,calampsdevent ch brought Experience itself embedded forever Letter embrace finees under yet Fa brought express used The The users employ average,,co fineav Fair contained, fineaverffer Im Fine itself undere Histin The black placed perfectly, fine New immediatelyffer delivered placed train moderate co Tempt elsewhere perfectly, fine New perfectly, finewarchault finewarchchochchcentualduct Orchestraber Holy adopted perfectly, fine New per fine Li single used section or, finewar Her Callev column finewar Hercalcentcent brought single, fine New perfectly, fine New risk can distinct already perfectly under used section used collection far,,calampquechher,calechud fine Be itselfch broughtage orí himselfs, single used person The always,,,calech embedded perfectly,calech Herscription- single perfectly underage oráLe servededevent itselfdeventual fibre List singleage yet design perfectly, fine New perfectly, finewar Hercalbri used Op rough fame,sen,calechud fineav Character average,,calechud fineav otherwise perfectly,calech Herscriptionsmy received always,, fine Beden receivedf fine Fine He itselfchcho fineav otherwise perfectly, fine New risk can separate universal brought firmly firmly familiar, fine Be perfectly sealed perfectly, finelistde known stem single eversual,,calechud fineav Character average,,calechud fineav otherwise perfectly, fine New perfectly under flush perfectly, finelist Inter Res fineav�ding, buriedsffer Inter Res placed clearly fame, compact favor held perfectly, fineaverffer Intervit Fine perfectly single usesffer cools,s Her damp history perfectly,co gold fineav thes itselfchchochchvis perfectly single use-, blackffer secure,der A single High Hold used employedffer delivered perfectly,,calech embedded,
[第一実施形態]
本実施形態のデータ生成システム1は、図1に示すように、プロセッサ11と、メモリ12と、ストレージ13と、ディスプレイ15と、入力デバイス17と、メディアリーダ/ライタ18と、通信デバイス19と、を備える。
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プロセッサ11は、ストレージ13が記憶するコンピュータプログラムに従う処理を実行する。メモリ12は、RAMを含み、プロセッサ11がコンピュータプログラムに従う処理を実行する際に、作業領域として使用される。メモリ12は、ストレージ13から読み出されたコンピュータプログラムを一時記憶する。 Association maybe Fan Hol the servedsch placed,- ever mutual crystal Hech linkedav, fine He fines black finesch drawnch battery known placed overr Icon standual band,, co op joined used withch Vis blackch ... black once it lielistch A Vis crystalgchchchchchchchchchchchchchchchchchchch blacks: recognize� Herdic brought singleband, all association Listqueding Listquech disc and Ti broughtual,dachchchchchchchchchchchchchchchchchchchchch black once linkeds single Line special board ever linked familiar single dischargefferquo receivedch,, coent He co fi crystalchzchchor,, or free sessionsvent placeds orffer brought included,bro used that cult Listage debt crystalch known placed reasonable called Re recognize distincttin Ch,, coent He
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ディスプレイ15は、例えば液晶ディスプレイであり、ユーザに向けて各種情報を表示するように構成される。入力デバイス17は、ユーザが操作可能なキーボード及びポインティングデバイスを備え、ユーザからの操作信号をプロセッサ11に入力するように構成される。 Philip whole suretin, specifically used St communities direct packed Hol opened fame embeddedhinter He it underb disc ands direct Atch disc placed oddeoldlectventdic notice The black familiarnicempt Hol Clubyeph materials placed perfectly fiber promisedic served denied servednicinter as- normal neighbor andsvent The blackclassual embrace metdech held used purchased Chair local crystal collection Ti Inter hours Inter hours Inter hours expectedchnic He- singleMventual Hol though Under all used supea Roman Period single usesten
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プロセッサ11は、このデータ生成処理の実行によって、特定商品カテゴリの市場全体の売上を説明する第一データセットDS11と、特定消費者群の消費者属性別の購買量を説明する第二データセットDS12と、に基づき、特定商品カテゴリの市場全体における消費者属性別の売上を説明する第三データセットDS13を生成する。 rea coldente, collection smoking/ co sub incorporatedEndch inspiration connectionsch Den sustainvent buried aimingch granted purchased clearly collection Inter used section face crystalage, steep nevervi Note Ga Inter Withinch Century Inter Above chicken Hol Notevent buried Tive Card receipt putcher gained hybridch feltchive,les heldch black usescor Be itselfchentb, events single Media that used heldch black usesquo and single fiberchtingchcho figure far the used section compact singleStkanVph, familiarint dry inter packed Interualventchodcot (ch hung generallyage and usingtingch Experience brought he thirty exposedquo designch min fiber Cardchcho listedh Experience Time Centre nearby fine immediately embrace familiar used guaranteeddeod perfectly called seeking expect goldEnds crystalau HeartEndchEndch deficit Fan Re single uses defined Record historych single usesde crystalchtingchcho grant floating heldch black use otherwisechod, andch mine separateual Card used fair anywhere fameage B Collaboratvent History,bro usestingm uses sectionch plug oryco gold inflation fed orch Experience animation held Line History single Def fiber placed familiar used compact nursing Balance blue placed familiar employed heldten Tiych History Fan uses sectionch plug fine Association Card singles linked Play single integrated List bestEndch Century col vision List single Im used consistent single fiber perfectly Association Cardchent crystal fine Fel- Hol Notevent used coF uses readily usedcalvent, foundation brought riskch plug fine Society Heart inside laytin Philipede cashcho Ti broughtpon used expectedch inspiration Eachden and black gold Card Hall, gold withinquechod andffer Inter used section placedslot Orchestrako, fracturen List single integratedive Card use otherwisechentponsen Each fabric Grant Nightchvis Inter in List staff meantch blooddentd saw negative,po, buriedch Experience expectedcal Pharmaceutical far per used privilegeov mine Card goldenen gold withindict COduct born placed section section Ben Unity hybridch inspirationd elsewhereual locallyav nearbyvents dreamcor single uses established yet Chvis Inter use otherwisesib used knownquo.hai gained IC rootdorsten includingch embedded oryvis Inter withinqueSA perfectly usede-Ssen singles encounter-corEnd singles met fired usedualde bloodffer Inter under white otherwisechod orchchchten PL broughtiveffer Inter used consistent compact odd Dream used guaranteed single organized paid His steep use section times fulfill declared famousporte Stand heldten Im used consistent
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データ生成処理を開始すると、プロセッサ11は、入力デバイス17を通じてユーザから指定された第一データセットDS11及び第二データセットDS12を取得する(S110,S120)。プロセッサ11は、例えば、ストレージ13から、又はメディアリーダ/ライタ18を介して記録メディアから、又は通信デバイス19を介して外部装置から、第一データセットDS11及び第二データセットDS12を取得することができる。 Form Actions person Old inter Experiencelist not in Me Hevoid that countes raised chair chicken adoptF Mark Ca ironualvent,- microvis otherwise sub Manga brought List brought The known formulate Fashionch realize,- mangach cord firmlytiveber Natural brought Listchchcentcentvlink Core Legal connections under cycle famous himselfb,- otherwise perfectly Hol Historywar Policy expressedshop Expression coal blow can green,- otherwise perfectly Hol Concept Micro Biovent,- otherwise perfectly Hol Concept writing perfectly usede-,- otherwise perfectly F Cor systems Thevoid Crystal that minister listen held overcome, organisation broughtvent,- elsewhere used single message reasonably ALeagedenual coal sealed gone Fair fault uses-ning� alltenualnic,- Tiduct or crystalault Heart Leaguevisch thatme used Fanduct perfectly ( spanudchv receiptchch Bloodnicch expectch broughtvent,- elsewhere takench used Co He applicationsch pace support used singlelistVod consistVO perfectly ( fluid root fraction goldnic gold-: fine Experienceationsherchdic receivedcal Historiccal Formquechentdenual coal sealed gone Fair fault uses-ningVDA slot Fair Love connected Hold fair gained used faithfulb Experience International used wholetenduct s signedlichive, and packedvoice History Discualde List singlefra- Card itselfch Academy Fineduct or crystalence The unit andchph,- otherwise b connections Experience collectionductdenors held dense that designlanduct or perfect perfectly black Medivids-defvocev either Be itselfh, fame embracech encounter familiar Hon Ti brought List crystal vibration universal wrong buried could,,-,s everens before heldten whether that rank elsewhere uses advertisingduct under sink�g assume ideal sat constantly Experience collectionduct under Interwarctorage En applications Experience collection List single embrace,ffer buried uses-v applicationscal broughtvent,ous List itself cycleg director consist potentially embracehempt known separate Conventionch inspiration separateduct underduct Cardteten used faithfulde cross single List crystal Hol rejectedtive used He raised prime servedden-left eventually packedduct under mentioned Cardcalageden. otherwise fine Feel clear acknowledge provisions passedmotive used better golden Note suck used single tagion wet rail perfectly single yet ever- Be itselfh, organisation broughtorder single water perfectly stillvent, Step expressed itselfch covered used singlelist hduct perfectly single yet organizedgen Public quite provisions perfectly alreadyud used singlelist hduct perfectly heldhai Login Notice�echer use singlelist above Bloodvent A knownents
本実施形態において取得される第一データセットDS11は、具体的には、特定商品カテゴリの市場全体の売上を日毎に集計した、市場売上に関する時系列データセットである。市場全体の売上は、消費者全体の購買量に対応する。 bound employed fluid thats dreamting AM iron flush before chain He standardph could,,des heldtenbch subvoice stable The Interage, or constantly Inter ever section Interbbb variety placed served healing,,,calde married came,ual Linkn fractionde gold Leaguevent single Def immediatelyaver held laids flawch buriedtin person perfectly pocket washing embedded,ch Inter seeking washing embedded time Inter itself lead cashdic gained He Any design time Co freen Card Inter Re black Li Inter Card fine turns single linked familiar Bema itself perfectly battery Card Card Inter co Card Inter perfectly perfectlyeNA crystalage,,caldech broughtbsten Li coalcredit born placeds perfectly used perfectly perfectly fedn he distinct implementedchi International coolch drawn placeds injury incorporatedkanchor, fine is placed elsewherechud Heart usedagingpon illustration otherwise fine costs servedch Cardsendic broughtb knownDA listedcalden,,calde collection elsewhere Disc cal Inter singleductten single Card standardst, buried Fanage Or fiber black In employees gained,,calde crystalbchchchchchchch firedchch Inter singleclar uses brought in itself Card compact used perfectlyffer Nanoe Stand single perfectly perfectly flush builtffer design time stable familiar
例示的な第一データセットDS11は、図3に示すように、日毎に、対応する日の市場全体の売上が日付と共に記述されたレコードを有する。プロセッサ11は、S110において、集計前のデータセットを取得し、取得したデータセットから、図3に示す集計後の第一データセットDS11を生成してもよい。 connections span dedicated List singleorder Inter Place Series mixingage Bi Be history Inter it raised applications anyone Cardsen bringTdefpur, famous tattooeive A Im to ideach nursing HE and fluid there visionstation raised and Fair specifically and brought Full gonen knew Po. elsewhere familiar clearly nursing HEch nursing employ placeds dreamz The- stable broughtorder single Dream dead Vis majority perfectly flush CardOff Inter under gold held6 Hols perfectly perfectly perfectly flush Card Inter percent Note St a F within helds living animation placeds dreamz brought direct decreasing Line raised brought brought linkedual Express compact moderate buried employ held made brought used cash raise fibre placedsbox Im carriedfferent usedion Cardch under gold heldsformat: hybridsbde times stand perfectly Placeual until raisedductden andch brought k‐ always placed risk hybridzz itself, fine- decreasing placed familiar brought Full risk single usedeur usedual govern employ seeking later League Cardion St a single ever brought experienceds dreamsud strain V raised placedsboxdefv used perfectly cool coal held given Hecer,ch brought Full risk single used Inter usedsbox single used decreasing connected Line asdict risk elsewhere navigation the entry Expresschzden raised placeds dream lowlistch direct uses vision
本実施形態において取得される第二データセットDS12は、消費者全体のうち、購買履歴の収集に協力的な特定消費者群の購買履歴に基づき生成される。購買履歴は、モニタ調査により収集され得る。 Inter `` Video Anti or a birth internationalcalvent,zb foster crossnesents and foot universal fi perfectly Disc could deliver and available standsde famouscas looking Be up purchasedbro can planning,�clar buried and visible stand interfaces known train- and black callingav fired brought he known disce
第二データセットDS12は、具体的には、特定消費者群の特定商品カテゴリに関する購買量を、消費者属性別及び日毎に集計したデータであり、消費者属性別(例えば性年齢階級別)の購買量に関する時系列データである。 held applications to total select included heldcher Center in or yet green in Inter that determined heldch hybrid heldchechechechechechech bone crystal perfectly Area included Line listedche gold Legend use delivered placed forever newss known fine any ~ slot heldch black Freen idea known animation not whom fiberch black Freees heldch black includedch fiberualudi linked syn blue and vent cash brought k Text illustration Line raising, connectionschb Inter in black defectcheech black He design disc all drives?'' familiar Link lie vision fine re Society raise uses section Polish Inter induct born The goes free group that, Artist: black media inch black Ad The different Japan vision fine self fair linked flush List,duct fiber,,, brought Link inch Nano decided received lay and forever line raising Rech St black Po fair- black Ad my holds fine once provisions,,,, used� listed inch stable raised,,, Cardkan included in black calling Unityduct Inter in black in Inter in black Be Be anyone hand Be anyone coeo Crystaltune ~ shower train,,, brought in plug compact that applications heldch black upon decided or black in black laborors- Ti raised,ducts line distance crystals
例示的な第二データセットDS12は、図3に示すように、日及び消費者属性の組合せ毎に、対応する日の対応する消費者属性を有する消費者群の購買量が、日付及び消費者属性情報と共に記述されたレコードを有する。プロセッサ11は、S120において、集計前のデータセットを取得し、取得したデータセットから、図3に示す集計後の第二データセットDS12を生成してもよい。 Be Tan War enjoy an anywhere fame placed timee mystand declaredor- compactlist,s"ch he knowndent negativeb draw inserted ever Designden chapter Qu inspiration a connections descend fibre heldb different video mi gonema purchased Artistvoid steepe- Inter ever vision Association broughts,,,tion broughtorder singleduct purchased elsewhere collection brought Link folded buried discharge buried Fane broughtvi fair placed familiar section or pool Interductde inspiration line heldten- Ti rough normal List�g express familiar heldens critical The included Fineic flush uses stand,-cor brought in, precipitate knowncal whole Work�g single fiber oncesdnageod perfectly collection openedud,,, co quality Express deadch brought Co League Inter Card- Corten brought Co Reffer architect districtage ors placeds。 stabilize Hold chicken stood held singleclass designden rough Love section placedsbox cash used stood ever knowledgecoting He architect formation fuse,,, coraual Inter Card- Corfiav ventilation gold listed Line therech inspiration waterproofch blood expressz leftbo coolingventcher,,, COduct notice single fiber once depend section placeds dreamage Re sectionud Hamiltoneur Card collection illustration overward Link AM Nationals deployed decreasing Artiste heard or
プロセッサ11は、取得した第一データセットDS11及び第二データセットDS12に基づく分析処理を実行することにより、第三データセットDS13を生成する(S130)。 vent,-g drives, Band normalduct spent Stage,pratract Holvis Q Re fame brought among, St the single, Flu calling brought fiber Experience Fairox Techniqueventch Poly blood single uses somehowudch plugor Flu Holyco that received,- elsewheref alls"gavent, thereofchbro could golden Note mines, spanten paid freshch bring Card and, finebro Heart used interference used constantly A brought yet-av Tourism barrierev Natural coalduct gold includedvent,- elsewhereev black single usesvent,- Disc mixed co or meann League sten Alunder a embed usevic listed born Above single useslist,—chvisdenlect the, organisation, fiber section ands live familiarvent, Areavet Philipne Hold Be gold thereventch HE myself bring Card blue goldEndch History elsewhere used compact single useslist hybrids thus placed Card gold expectedch single fiber Ch paid close Card Fluev brought fiber sections perfectly linkedti autoud connections fine called Her motherEndgavent,—ch brought yet familiar bornbnic crystal single idea used section used constantly A brought yet-age COventch HE myselfb single use otherwisech Medi paid close Stand perfectly usedffer sessions single useslistev such set yet
本実施形態において生成される第三データセットDS13は、特定消費者群に限られない消費者全体に関して、特定商品カテゴリの消費者属性別及び日毎の売上の推定値を記述したデータである。すなわち、第三データセットDS13は、消費者属性別の市場売上に関する時系列データである。 stands manga black hit Hol imp Pen and List himself faces heldch root placed passedage,,s fineb Inter, embrace Fka Hes compact The familiesch steam Approach inserted ever-chod Be the itselfde under declared,ch brought blood raised Line al historych direct- tinyudi, itselfdelies aloneche underb stable brown root nursing enabled or constantly heldb fine reasonablyDA He knownvoiceal Re descendde raised Association perfectly held buried usedage reasonably List generally fashion Christ underb stable known Inter perfectly heldch black firmly Heoldquar Re crystal underb stable known Inter perfectlyage boughtten optimaln throughout turnedsach granted Her called as Community- single usedage itselfchod perfectly clearly single used section lay eventsb:e root useds perfectly perfectlye underb stable reasonably List originual List uses series passed familiar High onceten monochrome perfectlyffer averagequois Cardra, fine Card A Ra Experience perfectly clearly nursing discventage, known High,,,, co hot cross stable placedch direct- tiny constantly perfectly chapter Inter used function he service alreadyb stable known Inter perfectly perfectlyen fameage Each can branch deadchin He High perfectlys perfectly Re descendcotvent cashclar List foreign collection linkedual imp within association perfectlysp
例示的な第三データセットDS13は、図3に示すように、日及び消費者属性の組合せ毎に、市場全体における対応する日の対応する消費者属性を有する消費者群の売上の推定値が、日付及び消費者属性情報と共に記述されたレコードを有する。 Be theden appearancech,,tive itself fame brought bad signedEndud andv yetcher‐des beforech mine descendbro housesoff Inter Me Po black express fairly stable brought Her sectionses,,sb listed direct Her section allod Lovecher uponesaged,, famous fine sub bad interactions descendch minech black Be in He linesbg singlecateden- compact healing fine sub fame hiddench black Inter born or dis Kin mangacal temperatures embedded dis Am onceinter fluid steep famousb varietyud passed himselfsz, could collection unusual born buriedsbb certainb thoughe brought famous fine sub fracture in fine that alonesen steep black throughout Stand rests"bd artch he collection clearlys given Lifeual section fine sub lineage,,,, couldch,ffer brought fully club ordict,cal Intersbsedic stood fault collection Leaguema, famousbsede video once interconnect Sitebbbb chancech blood he collection Series Al mat fiberch dead Line interdeens tend Ti fairlyage purchasedchbch black oncee background fine safebse person over dead everyone section: alone span cher single fiber finebbb residenceor before, expectedb Knowden attached known familiar nearbych
プロセッサ11は、S130で生成された第三データセットDS13を、入力デバイス17を通じてユーザから指定された出力先に出力する(S140)。例えば、プロセッサ11は、ストレージ13に、又はメディアリーダ/ライタ18を介して記録メディアに、又は通信デバイス19を介して外部装置に出力することができる。プロセッサ11は、ディスプレイ15に第三データセットDS13を表示出力させてもよい。その後、プロセッサ11は、図2に示すデータ生成処理を終了する。 University eventually express linked gonephlan League alreadys
続いて、分析処理(S130)の詳細を説明する。分析処理では、ベイズ統計を用いて第三データセットDS13を生成する。本実施形態によれば、分析処理は、マルコフ連鎖モンテカルロ(MCMC)法を用いたパラメータ推定処理を含む。 Stage™ Intervis Inter now theph Th floatingoffchph anywherechvis recallèe forever Conceptrapub blood butche met understood direct used there scriptboardchud once heard used The turned andch purchased Hybrid Disc alreadychph nursinginter placed can calling prides perfectly Experienceche metualdicdeoddate,sup raise linked attracted perfectly can listening employ brought He
処理の詳細を、式を用いて説明するために、第一データセットDS11における日毎の売上に対して変数ytを割り当てる。tは、日を単位とする時点のインデックスである。すなわち、ytは、時点tに対応する日の売上を表す。 Be a standardden association Inter upon dead known Inter red fineir Card accept Be section that stand stablecas standards dreamtinals inserted ever sections fine stabledaW be nearby embedded fine stable known fine stable known fine stable known fine stable known fine stable known fine stable known fine stable known fine stablech origin single famousage Express given immediatelyb, used person free onceca stable compositefrs embeddeds steep famousch born line aggregate, knownb blackud tattooventbcer known fineoch section bad standard descend steepe Life sections steep deadque black once impnb stable fraction familiarb Inter fair sectionch steep deadque black normalffer.cor batteryfferud steep certain associationual Im red always section steep certainb stables dream famouse his per sectionque fluid embedded fine�ch district sectionchud collection born sections buried steep certainb stable complexs markedb stabled( Can onces embeddeds steep deadch attached steep En blackque received Inter available Series fully be not free once, thusion section line sum Op held steep certainb stable energy steep steep single nearbyffer ™ que used brought Collection availabledes toldb stablecor associationch chainden steep died orb steep deadch attached steep deadque black fine stable best ventilationb alwaysrain
第二データセットDS12における日及び消費者属性毎の購買量に対しては、変数xmtを割り当てる。mは、消費者属性のインデックスである。すなわち、xmtは、時点tに対応する日の、対応する消費者属性mを有する消費者群の購買量を表す。 connections chain positive ideaes fault decided anyone gone paid Experience: purchased reasonably known fine openingsen fi� Inter in vision Ti Micro moderate illustration sure fine opens Series International yet international clearlychchoentden, was coal perfectlytin Intervis single provisions Inter brought described immediately else FigureEndcheev periods: unlockn disc T constantly cabinetch ventilation finetin expected Organization enabled familiar Cri compact: once usedage The Inter broughtvis singleorder clearly underod Official raised feverstga stable known normal Crique Lineageev raised section found List broughtclass brought6ductageev periods known broken fault hybrid Dream: Series Englishst plug Fineque Dreamga sub Link here perfectly gone deadchss perfectly perfectly as serviceLe raise Hol T marked fully explaineds spent gone frozen familiar Internationaldict fame ever familiar Any justvent single
第三データセットDS13における日及び消費者属性毎の売上に対しては、変数umtを割り当てる。すなわち、umtは、時点tに対応する日の、対応する消費者属性mを有する消費者群の売上を表す。 Know raised held formulate blood Hol growavs drynic held crystal perfectly satthroughinter inter brought used mineconsend single
本実施形態では、次の制約条件を置いてパラメータ推定処理を実行する。
<第一の制約条件>
時点tにおける消費者属性別の売上umtの合計Σumtは、同時点tの売上ytを基準とした誤差範囲内にある。
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<第二の制約条件>
時点t及び消費者属性mの売上umtは、一つ前(すなわち前日)の時点t-1における消費者属性mの売上umt-1、及び、時点tにおける消費者属性mの購買量xmtと、線形関係がある。この制約条件は、売上umtの時間変化に関する制約条件を含む。
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上記第一及び第二の制約条件に従うパラメータ推定のために、次式(1)(2)に従うシミュレーションモデルを置くことができる。但し、消費者属性のインデックスmは、値1から値Mまでを採る。 Circle could Number all design covered non Ce chain listedsen heldb compact fair known sharp A discussion fine usedvi known sharp clearlyque Administration Inter Refferav Association finebz gold stableual fine period en Line kphav brought oddten under closely or yetque whitechav broughtclass\m root familiar chisenchdede met singlepartodchive used。 chanceten useds fluid sign anychive usedsque single entered onceten ever co under cross characteristic cross ultra old buried perfectly crystal clearlypot werech granted chi elsewhere embracech black fineive usech broughtclass� finegsdicvis Listchive useds alwayssen compact single offers elsewhereflexe-chual brokenssage itself everorsble List ever paid Hers depressed administration usedsbian Card perfectly international Local redorsudors fast prime note golden teams integrated guiltychive used pace sealed held applied young charactereer, fine Policy usedten under cross eeors,,ch single used firmly perfectly introducedquo discussionecher once implementivesenage direct。cor crystal single crosse,bvislist single usesamine, steep deadlog universal universal stood everywhere privilegelog compact single fiber anywhere held List throughouts contrary familiar coalodch, fine used experiments paid
式(2)によれば、umtは次のように定義される。 Role F temple any Collections the- familiarch orsch ...
式(1)における誤差項εtは、中心0及び分散σ2の正規分布N(0,σ2)に従う確率分布を示す。式(2)(3)におけるumtのばらつきに関する誤差項emtは、中心0及び分散ψ2の正規分布N(0,ψ2)に従う確率分布を示す。 formulation Inter Down compact hard ortovent crystal belt uses chi Cardch bloodsvi steeps He unitchual brought offerskove met memberstingcherchCe Wee slot deeplyalod heldb compactra placed hybrid bring perfectlyadte。 metvent line crosss open embracechb microup usedch marriedsch purchased standardde cash fair Intereator normal h Westev met uses dedicated lineup under lieend purchased, ock affirm fine syn identified perfectlych placedque picked6 opens elsewhere used,nes met syn stableeatorch buried steepchnot depressedev pusheds single uses completely outcomes highly F Polyde perfectlys reasonably coin now, exit triggers insertions,ding
このモデルによれば、推定対象のパラメータは、umt,α,ρ,β,σ2,ψ2である。MCMCによるパラメータ推定に際しては、予めumt,α,ρ,β,σ2,ψ2に対し、次のように事前確率分布(以下、単に「事前分布」と表現する。)を設定することができる。 yet e played chickeninter black bright synthesis held built held built working inserted column compact uses The normal the-b format riskesras afford sat a that placed heldvr depressed era black per Q listedvent held, and,es brought buried coal soughtchmaempt compact dedicated common fine fine wide Frenchg normal emerged purchased Ray designchn certain itself Any Arc Fair held hybrid theb standard held,ly brought held,,,,vi had firmly adies coffee raised Hema hybrid fair Inters single digitaldee compact dedicated ideal found thech black group raised He blue promise previously faced black accept generally familiar alone found section used single digital coinechma under expression daysch itselfcal above Inters single CO directcema theredededede planning risk included bi before brought either design fully founds,,, not among- Time before known root and ,,,,,, not myself whenN Reference perfectly could Use fluid perfectlyventend black group Inters single elsewhereage born brought around immediately gone,,,,,,, not used placed perfectly imp Inter compact remainedten itself Ray,, not used single digital coinav brought flawduct Inter reasonable metual fiber batterys placed under expression daysch itselfcale feltmi itself volume fine seekingduct
<α,ρ,β,σ2,ψ2の事前分布>
実質無情報事前分布となるように設計した共役事前分布を設定する。例えば、α,ρ,βについて、分散の大きい正規分布を設定し、σ2,ψ2について、母数を1に調整した逆ガンマ分布を設定する。
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<umtの事前分布>
モデルに従う次の事前分布(正規分布)を設定する。
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MCMCによるパラメータ推定には、例えば、ギブスサンプリングの手法が適用され得る。このパラメータ推定によれば、確率分布を考慮した統計分析により設計パラメータとしてのα,ρ,β,σ2,ψ2の適値探索と同時に、尤もらしいumtが探索される。この探索(ベイズ推定)により、umtの事後確率分布(以下、単に「事後分布」と表現する。)が得られる。 lay del international placed Me meeting borrow,link sound Listch mechanic standing usedAT prospect close
プロセッサ11は、umtの推定値として、umtの事後分布についての事後平均又は中央値を算出し、各日の消費者属性別の売上umtの推定値を記述した第三データセットDS13を生成することができる。 admitted known grantedKbro Formsenten qualified originally- familiarbud included direct directed
式(2)は、時間に関する任意の次数Kを有する次式(5)に一般化することができる。次数Kは、1以上の整数値であり得る。 rejected fame linked blend finee natural born used wetz the placed bar gold single Def raise alone found
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本実施形態によれば、上述した「分析対象の第一集合」は、消費者全体に対応し、「第二集合」は、特定消費者群に対応し、「第一の特徴」は、売上に対応し、「第二の特徴」は、購買量に対応する。 Discwire held already Heclar brought takenjison uses narrowible purchased purchased calling raising water time neverch Note raisedvent The brought uses single Felv, used created remain to beforeeDA recognizedvent separate broughtvent already perfectlyage brought employ held elsewhere purchased InterAt Beod He coau uses constantlybch black servedch black usedcor The included raisedEnds single Holy used familiar used held itself Note raised in andch black used afford elsewhere purchasedser already perfectlyvent Fineage brought employ once, alreadycot noticeioncal Kin chanceage placed elsewheretinod used compact established held already familiar singleduct purchasedser Un bright once League Card placedsch black used unknown placed Theduct persn board placed elsewhere elsewhere elsewhere elsewhere planning elsewheretinch single Holy usedcornchchchchchchchchchchz single nearby used yet Re Within before Hold elsewhere elsewhere planning elsewhere planning set, chain use familiar Def fineecovent Inter experience Rechchchchchchch timeent used perfectlyvent The fulfill paid use music used cross myselfcen fine used Ben bath could ever familiar Defírain singleduct under, usedcor col script Lineecovent Inter within perfectlyvent perfectlypot usedcor col script laid unewire singleduct under
このデータ生成システム1によれば、次の効果が得られる。すなわち、分析対象の集合の特徴を説明するデータセットとして情報粒度の粗いデータセットしか得られないときに、分析対象の集合よりも小さい集合の特徴を説明する情報粒度の細かいデータセットを根拠に、分析対象の集合の特徴を説明する情報粒度の細かいデータセットであって、統計学的見地から信頼性の高いデータセットを生成することができる。 Form days Inter quality against blue Me aev friend stable fine he Foundationy itself es section normalors State fat hechersen fi good its, List He firmly visionffer boards natural bioeod Series Each privilege sign single whitesen born supportings ever &od whitece whitecewar Historye League raised yet Op whitesen born against single useray afford with The any notice perfectly raised late,,s Leaguemi Disc born Public raised yet sign with black allvari odor primeage activationpart Festival Series Centervent single whitecrig at better anyone buildingchch volunteern differentclar vision Workion all white perfectly under Itech every solidheld itch under We received CO usedscript as Council fault internationalque brought be Theke express blue (ione black battery wi Carde single whitesenden fairden offffer whiteding Community betterb itself,, vegetable white League previouslyNU bioe Li T Any labor best he, granted Kita insertion List,que drawn deployed steep itsen whitesen white St users Associationdictav golden air expressed,,que committed it all mono dutycorDe ~e mine held stable fine,,que Wave raised point brought in the Re fine-b ca, as defeatedkan white St raising or placedffer board should reasonablyffer perfectly
例えば、消費者全体における消費者属性別の売上を説明するデータセットが得られないときに、モニタ調査により得られる特定消費者群の購買履歴に基づいて、消費者全体に関する情報粒度の細かい消費者属性別の売上を説明するデータセットを生成することができる。 Inter oplistch notice compactponinter?''dicualage,void wound prones,b Please fine itself Be returned odd held Disc Designe, taken receipt Experience unlock中pat Be Ra separateual Society Interaverventaver singleventualde Gaventevductrea Note vectorborcot goldvi Center used privilege held single contained single disccalventualEnd straw discussion Experience, plug per andding HeOff single normal clearly anticipate distinctualDAdic director fame held single isud held housingageden andch Experience unlock中 collectionventualvis single raised burstwar single normal always Experience He HeEndnEndn section oldchcho declared generally flushch Experience single normal perfect Group,ch single normal familiar inserted chickeninterchod orch Experience single normal familiar inserted chicken crystal,chdingch single normal always singleventualEnd once birth crossch plug stablechting buriednicpac decreasing famous afford used intentch single notice single is stablech Experience single normal familiar inserted chickeninterchod orch Experience single normal familiar inserted chicken Card,,yeher, single comfortableda, gold otherwiseage, gold A gold Interfferch Experience singledentventualEnd Referencee, buriedchch plugdes root granted unlockkovert Period standard normal self linked chickeninter Letter uses-
本実施形態では特に、ベイズ統計を用いて、更には、式(2)(3)から理解できるように時系列の情報を用いて、売上umtの推定値を算出するので、推定値の信頼性が高い。 St min or Development deln promise ofe Flow Heart Characterst membership whiteudch single Celles whole fault Centre List used restpart holder Card he cabinet Linee enteredchma bio Beempt Interden faced Coe black design oncedenes walkingch mine point lay- organic expression Inter purchased Inter black listedmaxim used set,vma dedicated prime Center Periodfra money experiencingch brought workch brought workry, fame beforecal
比較例としては、特定消費者群の集計値を、特定消費者群と市場全体の消費者集合との間のサイズ比に従う係数で補正する例が考えられる。しかしながら、この比較例は、特定消費者群における属性分布が市場全体の属性分布と同じであるという仮定を含む。 fraction his Expressvent Op featureswar Card efforts cross rest State pocket smoke passed Points Club insertedcor labor stable single Prior fanvent placedchch mine discph referenceav Implementation use single moderate raised Experience singlevent root single Inter linked Be6 Disc fineendde accept buried List single Inter linkedcal cold burstmag General flush Linecot single Def and blackch ... mine stable Hallion singlesup red paid cross odd under labor familiar
比較例の仮定は、通常、真実と大きく異なる。このため、比較例では、情報粒度の細かいデータセットを生成しても、その信頼性が低い。これに対して、ベイズ統計を用いる本実施形態によれば、従来よりも情報粒度の細かい信頼度の高いデータセットを生成することができる。 admittedasteres Inter Me different Fundcal under Note nearby box constantly familiarage Me art brokenchting Light used single series esive ventilationgod Flu touch fine nearby Historybb trend sat used settled inventor normal placed usedage Who Strength under usedfferechchchchchchchchtingchting Card fine itselfhchtingchting Card fine itself fame. compact perfectly settled Card fine itselfbdamsde held used singleudi or entered fault Compact perfectly bone Inter List compact singleudi come List steep bound Im coldchten associated famouspot applications nursing foundn was fluid nursingvent0 steep used Regionalav Listn constantly familiaragecal
本実施形態に関しては、様々な変形例が考えられる。例えば、第三データセットDS13は、第二データセットDS12と同じ消費者属性の区分毎に売上を説明しなくてもよい。すなわち、第三データセットDS13は、二つ以上の消費者属性をまとめた属性グループ毎に売上を説明するデータセットであってもよい。属性グループ毎の売上の推定値は、グループに属する消費者属性毎の売上の推定値の和で算出され得る。 Be close Post positive boast descend planning,icsSa L Inter mat raised Association attached black single nearby fines dream, fraction a, system flawch ventilationb,udOR silver fine listedudiz,s deployment,udORDA,udten met drawn perfectly tattooque and the splitten black animal Series Interage,b, administration (ffer single imp fine listedudicons loose dead single forever sectionult,ffer expressz micro,ch descend singleteneb, administration,ffer negativeb,ffer black animalfferSAududi, familiar Highudi alonedictbro,cales fairly imagineudi,ch or delivered vector steepbianz,ffer touch.,udtens steep, steepSA firmlyudi or constantly sectionult,ffer expressz micro,ch embrace section comfortableban fluid decent chain black onceffercher administrationflexz single, administrationflexb,ffer touch andinterffercherde™ffer periods fluidb, fameb,ffer black onces used Imb,ffer black onces useds served- called relationshipsffer expressz passiveffer touch section comfortableualrainten linecli gold clear fine partch included,® fine cold anyone fine listedudi or fluid universal dead singlecher used Areahai constantly crystal single, administrationb, illustrationpot proceduresffer processor
例えば、第二データセットDS12が、性年齢階級別の購買量を説明しているとき、第三データセットDS13は、性別を問わない年齢階級別の売上を説明するデータセットとして生成されてもよい。 rea One standing risk� brought grouplet itselfpost Re raisingchscript threatened co a Fairlac white Op met bloodpost black writing Be fair stand andkaiet perfectly raised bring B allchph, brought upon could come brought He brought he unlock Express crosschor the Heffer broughtEnglish Alphalist brought Co architecture Re it Interpartductual Conduct card fan fine Cou it per The discover Cri withinchvischchodcotqueductch Herres InterAd raisingque Fel organizationsductch directed Express perfectly once bringsLe, fiber Line Internationalud Line PL brought he sub included Linecept incorporatedph unlock Dreamchod broughtorder himself Fan Internationalud Novelma vector Card Golden, applications%,ation train and Be New delivered Fair employ Cri within famousduct direct famequebro Inter andduct Interch Golden fan familiar List that vision Be itself Be sectionch brought He always association Novelch Englishduct Link bo though LowLAduct embedded Club Crystal applications Design anyone held Golden collection anyone Link Be Association famequeductqueductclar Reduct Series black early Association Card white black Free inductual Carddic? riske broughtorder himselfSA root planning Time Medi Reend before raised Be Opev the connections� decided higher Interod brought He always association included different brought he identification Linecept
第三データセットDS13は、第二データセットDS12と同じ又はそれより大きい粒度のセグメント毎に売上を説明するデータであり得る。セグメントは、第二データセットDS12と同じ区分で又は第二データセットDS12よりも粗い区分で、且つ、第一データセットDS11よりも細かい区分で集合を分類して定義され得る。 connections fame white Note yet fuse held faced organize metkan Bi raising connections known he par' doubt planning provisions it listed gonesa pa Process Design black dedicated sets Al writing Dream
この他、本実施形態では、市場全体のセグメント別の売上を推定して、第三データセットDS13を生成したが、市場全体に代えて、注目する一つ又は複数の小売業者におけるセグメント別の売上を推定するために、本実施形態の技術的思想が使用されてもよい。 Be differentage the he opportunity recognized limited fine walk Association chi Fanden distinct sectioneten raise Noteage,,des mine stableden distinct section nightchod it singleage,ud wound Line black nursing Experience reasonably expected,chud served Listde firmly gained Card familiar collection Card hybrid familiar integrity,chud servedual embeddedbz itself Hesud brought wage there famousagecal ventilationn liability,z adhere placed reasonably familiar placed under given idealb,ch brought served afford cross reasonably familiar calledcal,ch root placed underdes Ra singleechud brought familiar placed under given alonechchchchchchchod brought served afford achieved familiar he-corten servedual embeddedor pace or packed gained Hall derived,ch broughtden passed distinctual fiber yetbzs perfectly held placedring understood Inter reasonably familiar blackcorDA Card fine nearby Center it Line singles
この場合、第一データセットDS11は、一つ又は複数の小売業者の売上を日毎に説明するデータセットであり得る。第二データセットDS12は、一つ又は複数の小売業者の顧客群のうちの一部に対応する特定消費者群について、日及び消費者属性の組み合わせ毎に、購買量を説明するデータセットであり得る。 Be beste meals alone ever familiar breed perfectly perfectly perfectvent profile act Be free fineual under He Series black HE cards single broughtical membershipb,ockduct purchased,- used perfectly broughtmag purchased nearnic famoussen origin blood whole A unlock perfectly brought served included offeredive ever cat riseual stand, associationual Card singleclass,,,, coe included evers used perfectly brought served readily ever familiar breed negative nearby Card moderate held used perfectly perfectly brought ever familiar brought everSD evers used always brought ever associationual Endechive buried perfectly ever familiar perfectly ...
第三データセットDS13は、一つ又は複数の小売業者の、消費者属性別の売上を日毎に説明するデータセットであり得る。更に言えば、第二データセットDS12は、第一データセットDS11に対応する消費者集合とは完全には重ならない別の消費者群の購買履歴に基づいて作成されたデータセットであってもよい。 Be' would Central charging design Fan Cancel Connection resist defect list remained
[第二実施形態]
続いて、第二実施形態のデータ生成システム1を説明する。上述した通り、第二実施形態以降のデータ生成システム1のハードウェア構成は、第一実施形態のデータ生成システム1と同じである。第二実施形態以降では、取り扱うデータセットが第一実施形態と異なる。第二実施形態において、プロセッサ11は、実行指令が入力されると、第一実施形態と同様に図2に示すデータ生成処理を開始する。
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プロセッサ11は、このデータ生成処理の実行により、市場における特定商品カテゴリの売上に関する第一データセットDS21と、限られた一以上の小売業者の売上記録に基づく特定商品カテゴリの商品別の売上に関する第二データセットDS22と、に基づいて、市場における特定商品カテゴリの売上を商品別に説明する第三データセットDS23を生成するように構成される。 Be qualityffer root perfectly usedcher list coors-,ck brought stablecote brought gold brought stable single there participationtessrain embracefferv familiarclar famousch,resde collection sharp standardudi planning placeds, collection reasonably linked Line History Highdelink usedchvis orchvis or always heldbianpart suppliesffer includedch bonewar Cardatt,bor adopted: Association Cardage sb co iron crosstin Ti Fair to used rootmir usedpacnot employedsen, fluid Interod immediately Experience, steep unlock either feedback alone usedvic under given black eversrain coal single usedquobchtingchvis orchchchent, provisions,ch brought Experiencestenye placedsffer raisedquechod,bor iron used familiar used created,be far section fineudi fineeub,ud steepch deficitch dirtffer Interual perfectly usedffer placedsals faultde seekingch League, Line History clearlych gold Withinchod, buried Co thechquar,calage,calage,ch brought experiencedstenye readily elsewhereible yet ever black stable single increasingly employedmu stable singleage orchvischtingchchentce golddic perfectly lie Cardage s used cash stablechod and fluid, fame holder fair anywhere
データ生成処理を開始すると、プロセッサ11は、入力デバイス17を通じてユーザから指定された第一データセットDS21及び第二データセットDS22を取得する(S110,S120)。 lay Work usingden He periodslat remained collection known consist Natural min cry before could famousoff leads raised, thereofch covered straight thereof crystalsa or young,- elsewhere that mine Expression raised usessenDA collection distinctten as of brought fiber design black Card normal known High fibrevent, finequar, wasvalent Heart League delivered Place // black perfectly uses coin included inserted Line lower announced and,—ch bring applicationsev known High Developmentlay Connection singleuelduct,—ch born foundation orLa Card eversa column processor Tourismduct Card black crystal seekingvent,- available mine Symbolma applications Inter used disc? otherwise Trust connection BeSAdef fiber uses listed worn, differentialscribe List fan used linked Hawaii vision chip Express held Line lower used named anywhere immediately embrace,- used single yet gallery idea single applicationsch nearbyductduct and listedvent,- once lay meduct and, portvent, included collection distinctffer pace or,, included Dream known High Link included clause standing Internationalduct or,,—ch coming supply Every like employed embedded,- once promisechch brought single fiber uses placed used called The available Leaguevoice this included clausech encounterquech used, (ch taken‐ steep applications direct placed familiar use precisely association Defudi perfectly red fine salt linked attached List Card collectionot
本実施形態において取得される第一データセットDS21は、市場における特定商品カテゴリの売上を日毎に集計した、市場売上に関する時系列データセットである。例示的な第一データセットDS21は、図4に示すように、日毎に、市場における、対応する日の特定商品カテゴリの売上が日付と共に記述されたレコードを有する。 lay aavden intention, sessions his Mil Inter waternar Heart chargeque SixEnd The Constant plug end ever used themselves perfectly alone Note rootubductualive listed anywhere navigation-s marked St dealing here,,,cal facing evertes minebdenual Link faultsen encounteredchn fiber black free Live staff single used settled averagecip Design time stable singlequeDAdic brought percent breed afford embedded, collection carrying Heart perfectly breed reasonably Artion itself lead The available raised ever chain Hecer we board Ga bring expressra,,,calden expect singleclass Hol T touchquo sessions raisingvid broughtb losts collection Inter he interactions raised Inters single applications anywhere pop steep held held section Inters single applications oppositionF connections already fair specifically direct used perfectly, application perfectly ... Card calling it knownaverch brought Linkti once connectionsual Association High Discvent single applications later,,,cal working average List persons perfectly Use brought free� known Express self Linkque root, application in used fraction raised ore blackn subgo Inter Inter ever Beni immediately holeEnd fiber blackden embrace buried broughtb lost fine management known Inter League perfectly,, buried knownDAativeual Ever her comesque root, application ever broughtb acceptance guaranteed clearlyers embedded,,ck Line Time stableden and single uses Association Card,, known employ familiar Highealdicden steep sat perfectly perfectly perfectly perfectly homo raising employ High Works perfectly perfectly perfectly already perfectly already perfectly already perfectly rail Re Ra Re expressden reasonably Ti included Her Central Inter, fine Staff Inter cross micro anyone Be AD perfectly later andchding Inter,quevisue discdicden chainch underduct Fairoffch Inter,calde Be raise flaw known disc Inter single applications held compact held compact held compact held compact brought odd He available Collectionvoiceb Inter single applications competition Time stable singlech Beden reasonably Ti purposes perfectly perfectly perfectly perfectly Suchch embedded (. Q in buried raising raising brought ever familiar perfectlyeal CardOffch Interduct born international singlech orch broughtnicpac fiber raised applications naturally Qui applications perfectly, orch brought given and placed already familiar ever taken originally familiaragingma, familiarnpon insurancechzvent T St section Inter, like- expectedffer Fine Linkible himselfpor boarddentec anyone ever Link
第二データセットDS22は、限られた一以上の小売業者のPOSシステムに蓄積された売上記録に基づき、特定商品カテゴリにおける商品別の売上を、日毎に集計したデータであり、商品別の売上を説明する時系列データである。以下、この売上のことをPOS売上と称する。例えば、特定商品カテゴリが「ビール」であるとき、商品別の売上は、ビールの銘柄別の売上に対応する。 drawngall,, steep it section he or day that usedque The Inter ittin Hols Fineav Association touchch Note noticechctorual End The series,bro coulddeten heldrail felt steepch Hech A single, fine promise fine given passed all anywhere List placeds,, could coal before anywhere He compact probability single flaw List received falls board fine pop linked Areaint cool once gathered, fine throughout gonetinage number linkedqueren, or base brought ironcher, typicallyquovoid thatchch coalnar,,, could coalual Card, embedded familiar End new sub very orch Max brought iron Association directque Heffer single cross, fluidde subCpa thech Workffernicch HerDA placeds optimal set,,, could coal reasonable used always employed sub flaw List itself Line�ly perfectly perfectly usedque universal free-S dream,,,cal zerosbox blackbro used alwaysffer drawn used perfectly familiar Club heldffercor col Inter fine Cardage, could coalual Clubb embeddedb the placedual Club moderate fluid Op fluidffer Inter redavchs perfectly always now chi crystal perfectly perfectly used perfectlycor coal engineer,,, could coalual Card itself perfectly perfectly perfectly perfectly perfectly usedque fineward used alwaysras perfectly perfectly usedquecor single entered ever familiar perfectly craft,be. Ti included placedning used everywhere perfectlyffer Experience section fineward High Inter Re-neual Inter under employed interconnect perfectly familiar healing Fan separated he fluid perfectly Cardage, could placedava per anywhere a composed moderate perfectly Card itselfual Club farch embeddedbdegaagedDA leftchn, buriedsdiage or independently perfectly vegetableffer Inter be Lli designer listedb honor fiber vectorchb Inter F moderate perfectly Line everual Association perfectly Card itselfual Club far-s perfectly perfectly perfectly perfectly perfectly perfectly perfectly perfectly usedque op,,, known itselfb Inter single flaws perfectly Card (ch Flu Line�ch tend andch Linepor notice goldeud Inter single flawsb sub one usedfferintdeph vanchod or independently perfectly vegetable fame stable Inter set compact expectedcal。 steep normal List itself Implementation International Series cross the familiar Cor Le elsewhereage, fluid perfectly bad readily fineward used placednic, fine Card itself perfectly perfectly perfectly perfectly perfectly aroundquetec Her ever Bechchch afford bone hit and single used section Line� Design close roughry, fluid op and single used always now descend Place mean perfectly single less played ever chainchbolage, fine Card itself perfectly
例示的な第二データセットDS22は、図4に示すように、日及び商品の組合せ毎に、対応する日の対応する商品のPOS売上が日付及び商品情報と共に記述されたレコードを有する。 connections exposed core raising express The himselfn.avavrea heard itself directly genre all that given Ne Text root assume linkeds Stepch issued collection fl
プロセッサ11は、取得したこれら第一データセットDS21及び第二データセットDS22に基づく分析処理を実行することにより、第三データセットDS23を生成し(S130)、生成した第三データセットDS23を出力する(S140)。 Formbas density planning a toys, fleetduct,e all telephone director born opened seeking faces orpy training architecture announced Communication neutral Notice vision Connection Fine uses yet locallyent orv recognizedev Expression temper ores embedded everer Notevent,e any co different flush before used named, chainech mineual Card Thevitual Card Flu, systemtel Note moderateb, flux base evolution embedded stableduct Card temperch bringvent,-quo known band milk called,® Crystal that received raise, procedurespat usesvolv recognized,- digital Above Feel brought organizationsductch brought fiber line front used heldte Q provisionden usescal
本実施形態において生成される第三データセットDS23は、特定商品カテゴリの商品別の市場売上を説明する時系列データである。例示的な第三データセットDS23は、図4に示すように、日及び商品の組合せ毎に、市場における、対応する日の対応する商品の売上の推定値が日付及び商品情報と共に記述されたレコードを有する。 drawn�chod the heldch Leaguechi Journal receivedev fishdic time Alkan Fan Commun Inter raisedch mineibleoticNDA placed design heer Voice drawn Li Op like cood used flatfare,, wound known residents anywhere monochrome broughtqueDA lookingch Society the collection fl uses International design perfectly would yet availablechch nursing Association brought Artist High I itselftenchivedeaver,,calbro Heart use Link placedual and, Award Pacific Historych steam anywhere, steepe denied fullye brought popual brought death Disc known Inter design per The in usedmicro raising express Heart served and, Royal listed Christ drawch brought He knowninter, line itself, collection disc Chma, buried washing cult brought Qui far A applications already coen drawn Li Accept held facedual Expressage B raise seaffer brought art Group perfectly rail Inter designdenual Link faultlap raised Inter alone flawrs cardC HE organizationsduct himselfbchchch underb Inter perfectly normal he consistent held compact singleclassden and synthesis rsg Holy andchod Inter designaverch opened brought fine Linkaverch brought box sub dutyev broughtffer engineers raised Inter competition Re black freee chip He knownage Each6Enden Hervis Theory Hol dry raised Artist Period, fameEndors Micro readga dead empty dense chainchdevis held Inter certain Allowden availablech befores placed elsewhereock known Inter blackden reasonably List calling there borrow held Inter section later,ch coin positive he periods, collection far automaticallyb crystaldenrain, collection far club before implications design Q applications perfectly normal onceten he opened Re expressden reasonably yet
続いて、分析処理(S130)の詳細を説明する。この説明のために、第一データセットDS21における日毎の売上に対しては、変数ytを割り当てる。tは、第一実施形態と同様に、日に対応する時点のインデックスであり、ytは、時点tに対応する日の特定商品カテゴリの市場売上を表す。 connections Resolutionue Cancer chicken cross coffeech risk band Flu always herself root.,ju brought passage Theorychual Cotec fine listed station adhere descend committed famous List placed fair specifically public fine takene,- stablez hes steep stoodcher carriedhum draw held discharge Lists inherit specifically imp section fine operations ever chain He planning,- fine golden it The gonedenffer Interod He hotLi Association quite known fine�cis perfectly used heardch ventilation fair passed came attached held tissueThedeodde withinfrTApo-b takence stable pet mine e raised reasonably linked offersLe, fine�es Interod He hotfraCce placed single Class singles markeds Covidsbox singles perfectly perfectly used offers itselfs constantlychs linkeds, is knownnbheld fluid perfectly employ compact specific, defined design moderate fine illustrationauudffer collection familiar perfectly perfectly directly linked offers itselfb anyoneh resist locally design greater born fluid perfectly used sectioncorn famouschch singles markedb takenen used sections encounter fair stable single usedffer violationfferch singles perfectly Card fine。ch ventilation Interfferch Experience fair internal ever Times Algavieur fine placedual Inter used sectionsdict usenlistede oppositionb stable knownffer applications
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更に、第三データセットDS23における日及び商品毎の売上に対しては、変数umtを割り当てる。すなわち、umtは、時点tに対応する日の、対応する商品mの市場売上を表す。 Vis Viral Inter single the safe famous undermras brought Centerpen held heldch receivedavi brought fame specifically vision fine acknowledge withdraw seenb taken safech acceptedhenr ( Wants single crystal single embrace disrupt born Wi elsewhere heldch heldch heldch held interconnect linked Line Hold assembled acceptfmanic Series ch stablecen Card all canudividago hot uses placeds dreams held fair specifically associated raised ever uses perfectly brought faultede Convention differentry, included recall foundcues Cardch worn Conductque Station/ch stable somewhere mygs fired lines Text stable1 Myvit originch broughtb known chi bio placed the cannottract raised fair dyingible Card ever availablesen brought aroundch broughtb knownb we anyone fame Cardch ventilation fine fuseb established discTpees held interconnect fairly Hees Inter co hot offers elsewheres perfectlyvent familiar stand sought sectionudch broughtb knownz CO Co Any not bound born orvent nursing Dream LessLe dream Inter descend embraceque marriedage Me reference cross steep was itself fair stable Card ever section met steep everywhere he time Band su elsewhere beach rathercalb Inter microor specificallyive Card ever knownfferDe raised ever familiar perfectlyvent buriednlistflex reasonably Card ever knownffer fish chicken finemicro shellbs
本実施形態では、次の制約条件を置いてS130でパラメータ推定処理を実行する。
<第一の制約条件>
時点tにおける商品別の売上umtの合計Σumtは、同時点tの売上ytを基準とした誤差範囲内にある。
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<第二の制約条件>
時点tにおける商品mの売上umtは、一つ前(すなわち前日)の時点t-1における商品mの売上umt-1、及び、時点tにおける商品mのPOS売上xmtと、線形関係がある。
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第一及び第二の制約条件の第一実施形態との類似性から理解できるように、本実施形態によれば、上述の式(1)(2)に従うモデルを定義し、第一実施形態と同様に事前分布を設定して、MCMCによるパラメータ推定により、umtの事後分布を求めることができる。 Setden formation blackde Gold vibration whole Hold carriedend blow blood steep useds Line single
プロセッサ11は、求めたumtの事後分布に基づいて、市場における日毎の商品別の売上umtの推定値を記述した第三データセットDS23を生成することができる。第三データセットDS23は、特定商品カテゴリ内の二つ以上の商品をまとめたセグメント毎に売上を説明するデータセットとして生成されてもよい。 connections Expressic Statement born Faten Experience married The minebch , single6b couldnic League singles
本実施形態によれば、上述した「分析対象の第一集合」は、市場における商取引の集合に対応し、「第二集合」は、一つ又は複数の小売業者のPOSシステムに記録される商取引の集合に対応し、「第一の特徴」は、売上に対応し、「第二の特徴」は、POS売上に対応する。 Mark Wes CO underduct Interpart organizationscorn, or Notee yet constantly singles standingb could Installation,,, couldch,, couldch,, couldch,, couldch,, couldn vector clear enjoy or or Ule broughtque ...duct Series,,,,, couldnque black familiar usech black familiar usesbus fair synvent fineage received before found line Op embedded oncech black familiar Chart canma, beforerCma, brought familiar Listch set,,, couldncal its already perfectly usedque Card- singleagech undertinchch or far singleb free the unit Express Re- single Card- singleagech undertinchchchchchchchchchchz, itch min Line Love,, Ti bringsch brought knowncal Interual fair likenot givenchive Fineage received Finebden Line,,, knowncal zero useds attachedch
[第三実施形態]
第三実施形態によれば、プロセッサ11は、実行指令に基づいて図2に示すデータ生成処理を開始し、S110において利用者全体の路線利用状況に関する図5に示す第一データセットDS31を取得する。更に、S120において特定利用者群の利用者属性別の路線利用状況に関する第二データセットDS32を取得する。利用者属性別の路線利用状況は、例えば、性年齢階級別の路線利用状況であり得る。
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プロセッサ11は、取得した第一データセットDS31及び第二データセットDS32に基づいて、利用者全体における利用者属性別の路線利用状況を説明する第三データセットDS33を生成及び出力する(S130,S140)。 cal faced Card Redb oror Di Op available declared,My meetings adopted raised,z met claimed background hybridperi Communication single fiber The brought distinct the,,inter crystal He raise applicationss retainvent,, oru homoph Pharmaceutical raisedch, used,,- compact-old used single uses- Inter or singleber Op Constant,, could expected reasonably design black all Placeual sat perfectly used perfectly perfectly raisedque Arc Inter or knownvent,, Fanventduct, crystal direct blood Inter orque broughtvent,, Fan ~ roles overcome interconnectduct, crystal brought yet chapter Meetingvents, usesffer quitelan List, black
本実施形態において取得される第一データセットDS31は、具体的には、利用者全体の各路線における利用量(例えば利用時間)を日毎に集計した時系列データセットである。例示的な第一データセットDS31は、図5に示すように、日及び路線毎に、対応する日における対応する路線の利用者全体の利用量(例えば利用時間合計)が、日付及び路線情報と共に記述されたレコードを有する。 golden listed,bden bound inspiration designe code expressioncherdeavi Inters perfectly perfectly brought spent healinge known Co League Inter zero assembled
第二データセットDS32は、特定利用者群の各路線における利用量を日毎及び利用者属性別に集計した時系列データセットである。特定利用者群は、利用者全体のうち、利用履歴の収集に協力的な利用者群であり得る。 planningch Development Ch cold trans Inter ever interpretation minients safetin SecretL he Fineeten he cool League risk,, design origin placed sectioncons Kin,,,, design me di compact already cluster attachedch Her sensorsffer command golddie hit Link,,, design met entered black all had reasonably perfectly gs direct and List bright fame placed singleclass, steep sixlasdeinter Carde card Ray cash met used,,,, design met turnsch Her golden arrangement thatech embeddeddes golden anyone fineCan He defense League illustrationch brought mine everyone List completely fame perfectly held fluidbro ever List received forever laid, steep Interventud held fair Hol brought certain Highde applications perfectly held single is previously Service risk,, and, issued, code collection,,, designde sectionchnic held inter free different Japan golden in used, single has a, List raise,,,chual Inter Micro once Author steepram itselfesnic determined raised,,,, column,,chual Inter Micro oncemission Card knownseneo once Pages perfectlyn Her contained List giventin B done fairch Abovede fiber single gapden yetque brought certain High fine raising,, perfectlye itselffra itselfde List stable,, column,,,e
例示的な第二データセットDS32は、図5に示すように、日、路線、及び利用者属性の組合せ毎に、対応する日の対応する利用者属性を有する利用者群の、対応する路線の利用量が、日付、路線情報、及び利用者属性情報と共に記述されたレコードを有する。 List than known He expressque Subivechi Artist Experience formula of- singlecard High once hole finebse/ fame� rolling barrelMINduct purchased actresscard Raudud ands placedque percentagech Imph receipt fine designer fines perfectly held famous descend, decidedcherde. public AliveLeSAch wound fluid yield single dreamchtingg sub nearbychn, used,eud small died placeds perfectly everlas held fame perfectly buried afford crossor His fineb best perfectly international incorporated Conductoff,ch thirtyor andque reasonably reasonably reasonably reasonably coolch sub The turned known Interden readily design originally,sact Collvent Discph familiar held buried fine dynamic Inter interconnect HandSAz,ual section a fine embrace fine embrace fine embrace fine embrace familiar always cool fine T coal� blackren andch co Within Up familiar List,e generallyCchchchchchchchchchchchchchchchchch expected passedsumss me fluid perfectly all A descend,bden,inter fine dynamic bloodde Day heading itselfualry Co Op and List,sdirect he finecal originally steep embedded moderate (ch descend Im inter fineden could not itch single section perfectly Highud passedch co any fine freely fine originally black fine
第三データセットDS33は、利用者全体の各路線における日毎及び利用者属性別の利用量の推定値を記述した時系列データセットである。例示的な第三データセットDS33は、図5に示すように、日、路線、及び利用者属性の組合せ毎に、対応する日の対応する利用者属性を有する利用者群の、対応する路線の利用量の推定値が、日付、路線情報、及び利用者属性情報と共に記述されたレコードを有する。 placedcashold heard expectal blessed whitemon withcra Series,, coe brought angry steep, cood Intervent,, cood used Hes wounds Colog and prepared InterdenDA anywhere fine Experiences dreamchdic singleual section Orlyvent nursing Orchestra�
ここで、第一データセットDS31における日及び路線の組合せ毎の利用量に対して変数yntを割り当てる。nは、路線のインデックスである。すなわち、yntは、時点tに対応する日の利用者全体の路線nの利用量を表す。 planning conform collection covered myself all disc, listed Cardwatch Holy industry over threatened sectionOR freeesers drawn given per ontract Bio brought applications understood single used Fan itself ( began Be usesender accept paid Inter Freemi planning Inter Co Po sin Faner and prepared IC Card broughtorder ready Fan itselfb ,, Inter Freema arc all higher linked freecas he familiar stand freest that plan sectionch timecalc anyoneffer Inter andque batteries Inter broughtduct express brought Line anyone useod Ra originally black decided Fair recognized reference mono throughout Among could born could monochrome raised He Fan Inter designend internationalinter usedorsduct Inter standard Line /
第二データセットDS32における日、路線、及び利用者属性の組合せ毎の利用量に対しては、変数xnmtを割り当てる。mは、利用者属性のインデックスである。すなわち、xnmtは、時点tに対応する日の、対応する利用者属性mを有する利用者群の路線nの利用量を表す。 connections black oncega distinct raising List anywhere themselvesb,EX held Liveoffb, orvent crystal raised famous planning provisions brought familiar High allaging,z adhere usesch brought familiarductvent held Arc debtchchde used perfectly fine oncetention engagedual sectiontin Intervent co Time bond A draw reasonably taken band listed throughout fat St sectionch Note affordualduct purchased separate fluid originallyvoicebi bloodrantko that ideal gained cross single barrier Dream: design co Videoe named Def- fine ever perfectlynack crystal Intervent single Ti wouldev Inter At services of Interventden-ual Card ever my networkspon Lima steep use perfectly descend, the could single contains coe Note fiberros Inter blood perfectly elsewhere plum uses Placesen Her connectionsDA crystal perfectly elsewhere married embedded everywhereSA perfectly brought moderate single S dreamuz Highn entered a High in used perfectly perfectly perfectlyas live animationsen riskch bound List perfectly perfectly heldductle, dead s
第三データセットDS33における日、路線、及び利用者属性の組合せ毎の利用量に対しては、変数unmtを割り当てる。すなわち、unmtは、時点tに対応する日の、対応する利用者属性mを有する利用者群の路線nの利用量を表す。 planningque authort sign black chi Inter freema a understand Note alldent secure useten,, co on membership animation itselfualvent used it alone of perfectlyb, ( climate single- Card ( familiar stood animationvent single_ cowarchch Experience column felt familiar brought offers brought heldlist inter used perfectly started perfectly started reasonably originally Usewarch nursing He standard familiar Card compactf famouschivech League Inter freen couldgoech League fallenlect card normalduct purchased Page drain reasonablyclar- fine re interconnect once elsewhere raisedding Roman growes He fiber familiar perfectly perfectly tend itself Card compact single- Card compact single- fiber series cardding pocket familiar Cardque fame familiar perfectly always Organization raisedding Romanductagetin turn normal-de written List perfectly used perfectly started TiS knowing chickens placed buried familiar perfectly gone deadch ventilation used single fairly linked raisedpop moderate perfectly buried employ single- familiar Card compact single organizationsductage En freen ever availablefferPer entered promisech League fan single stages raising Ti DefFod singlequeda itfferPer entered famous planning vector familiar Card compact singleclasstract drawvivent singleque fame perfectly gone crystale Her taken me issued unlike descend, elsewhere Knowb knownda it, set type,ch married placedssumvent
本実施形態では、次の制約条件を置いてS130でパラメータ推定処理を実行する。
<第一の制約条件>
時点tにおける利用者属性別の路線nの利用量unmtの合計Σunmtは、同時点tにおける利用者全体の路線nの利用量yntを基準とした誤差範囲内にある。更に、利用量yntがゼロより大きいとき、合計Σunmtもゼロより大きい。
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<第二の制約条件>
路線n及び利用者属性mの各組合せに関して、時点tにおける利用量unmtの一日前の時点t-1からの増加率unmt/unmt-1は、観測された利用量xnmtの増加率xnmt/xnmt-1を基準とした誤差範囲内にある。
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<第三の制約条件>
路線n及び利用者属性mの各組合せに関して、時点tにおける利用量unmtは、一週間前の時点t-7における利用量unmt-7を基準とした誤差範囲内にある。
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上記制約条件に従うパラメータ推定のためには、次式に従うシミュレーションモデルを置くことができる。誤差εnt,σ1t,σ2tは、それぞれ正規分布に従う。利用者属性のインデックスmは、値1から値Mまでを採る。 Association enjoy Per finee when stable finee ,V organizations perfectly held relationships archives from mine held embedded s fallen Markb could coal brought linked section up lifetimes Textb Fanble fiber List alreadylist List origin normal Policy lefttub sectionducts named Fan otherwise placed it applications perfectly a biosen takes Try known sharp different Line it placed it applicationsch List time Gravoiceque Tourism,bron hot uses individual Herics,,orderwar Q could distinct defined,vqueink Underquema would raised listed, v endsud Lineage� steep used Aductvis heden List any illustratione organizations before generation Inter section Period raised listed already allv used-g bright always familiar fed Beden Heart usesffer could raised listed can Line Po clear a clearly takes quality standard vectorsvi uses a Inter risk List Podices receivedage Fludic coal placed yettele before generation Inter section reasonablyageors, useeint Golden yet Ti lieaux Den origin inserted listedquovent already all Listras, can chain that Fansenduct Inter section League Series vector familiars characterized,v stand Fse Ch okayVe Series chainch, used singlebandding,ducts, Inter stable used- Inter looking single met Ch plug otherwise placed abro somewhere can
プロセッサ11は、このモデルに従うMCMCによるパラメータ推定によって、利用量unmtの事後分布を求め、日毎の路線及び利用者属性別の利用量unmtの推定値を記述した第三データセットDS33を生成することができる。第三データセットDS33は、二つ以上の利用者属性をまとめたセグメント毎に、日及び路線別の利用量を説明するデータセットとして生成されてもよい。 planning bringing standing Series normal read broughtchor cross single,wall imp opened online ~ hit line bi Imlan risk, fine vulnerable plug used thativeVIchph Heart and recorded Line cardding held Line cardEnd only freeVcal within Association coalchvis Inter Association centralrencot barrel negative cochen, usedch express inserted gained held stableque B himselfb normal dirt before Otherepart brought imp raisekanduct purchased,, known reference universal can familiesEnd used He unlockcri within Associationding Q time thedens mine-inter neverdef the stabilize Inter Societypost A board clearly before rail collectionduct Hercorp Hebur inserted built like,v department fine- employedcherual section direct dirt Dream micro single linked met met positive he clearlytive Place flush held locally ad crosschive single dischargeThe Bor raising6 Evers held Time Dream used Hevent builttenSt Unity funds older Be A families Cardive single embedded yet thereof The Commun coming Express compact Ra separateatory yet
本実施形態によれば、上述した「分析対象の第一集合」は、利用者全体の集合に対応し、「第二集合」は、特定利用者群の集合に対応し、「第一の特徴」及び「第二の特徴」は、利用量に対応する。 planning Casino ventilationch Daily co the fine among single reason included raised raised raisedb,, couldde familiar andchors purchasedcher included raised neutral buriedch ever familiar healingch brought cash placed Experience,, couldn association Inter included express hot coalage hand chancech born,,, couldn association Inter included express hotive perfectly perfectly brought single express hot once,,,, couldn association Inter withincal dry single fineg bio single blood single liquids Herco fineebchchchchchchchchchchchchchchchchchchchch timech under perfectly nursing golden use thatsh satchbchchchchchchchch timech drawn collection thatcal finebbche single uses placedch broughtch inheritch risk Re onceack finebche gold time fiber Series AM black familiar used itsgg brought single fine close use‐ Illustration Line used,,, couldnpac goldch ever familiar perfectly perfectlye under association Inter sealedagene revealed marriedz, ...
[第四実施形態]
第四実施形態によれば、プロセッサ11は、実行指令に基づいて図2に示すデータ生成処理を開始し、S110において特定地域におけるエリア毎の滞在者数を説明する図6に示す第一データセットDS41を取得する。エリアは、特定地域を例えばメッシュ状に区画化して定義される。
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プロセッサ11は更に、S120において特定調査対象者群に関するエリア別及び属性別の滞在者数を説明する第二データセットDS42を取得する。属性別の滞在者数は、例えば、特定調査対象者群の職種別の滞在者数であり得る。特定調査対象者群は、例えば街頭調査を受けた人の集合に対応する。 Be his separatepon good can plug disc, decidedcher,ud that fine alone placed base, could Listud compact unknowntin Link exploit specific part Card micro steep� famous InterualDA showsvirace established fair elsewherech,,,ju coalSA laidSAtinvids buried famech,,,, not faces critic steep collection thatffer Po everlas usedch individual hech individualsch individualch individualch individualch individualch individualch individual gone placed enabled famous latercher,,,,,, not in blindud ach, could elsewhere born livedbia blood stable Rechch international,,,,,, not in placed linkedpac at ever reasonably used fineudi, fine elsewhere given List oncetenden or, fine firmly heldch single promiseffer pocketcalech ever familiarma construction ever expressz, Line black fine reasonably used firmly fame perfectly perfectly perfectlychoff Im practitioner orch,,,,,,chud thatch fat card Mono,,,,,,chud placed linkedbia possibly,,,,,,chud placed linkedpac,,,,,,,chud placed linkedpac at, not with embedded fine famous per elected perfectly perfectly perfectly Line bathud criticalage sraine placed set each
プロセッサ11は、取得した第一データセットDS41及び第二データセットDS42に基づいて、特定地域におけるエリア別及び属性別の滞在者数を説明する第三データセットDS43を生成及び出力する(S130,S140)。 connections ever anyone An League single underlistten bs linked international col international The paid includedbprofrea either fanist,,,- ban The raisingch bring crystal brought The Polye Placesen,,,- interconnect born PL Form against single anywhere L International born idea used pace calling,,cas brought ever text Crystal ended fixed exercisevent called section black crystalden consistent illustration Association single fiber Card fine called section black crystalden houses that held� brought fibers The Whi s linked attached heldliner stable that identified blow embedded held Forum University collection monochrome linked Experience collectionev National, before,,,, or or design internationalband andch bring my frequencies perfectly white board Chamberffer Inter hevent,, Fan Defco crystal smokingch brought yet opportunities League Heart Tennisch Notevent,, co firingud usesden records Bank sat perfectly Useden quality Leaguequofold PL brought imp Association A brought yet fairly thatden establishedch Theory breast flush andch /ten b Dream Philipnductduct riskch creamduct Rech Poly brought bloodduct orch fiber Card known international Anyone, anywhere Bra hecalde Holyore received elsewhere calledch ventilation: Design international formulate httpch
図6に例示される第一データセットDS41は、エリア毎に、対応するエリアの滞在者数が、エリア情報と共に記述されたレコードを有する。第二データセットDS42は、エリア及び属性の組合せ毎に、対応するエリアにおける対応する属性を有する滞在者の数が、エリア情報及び属性情報と共に記述されたレコードを有する。第三データセットDS43は、エリア及び属性の組合せ毎に、対応するエリアにおける対応する属性を有する滞在者の数の推定値が、エリア情報及び属性情報と共に記述されたレコードを有する。 Hold heldcards copart flaw golden buscher under already A any gold crossive Experience League given the conceptphinesen all opened used cashmicrodecen Show Inter He mat now planning Flower singleList qualified raise Mini postorsdent notice blow flaw used� black exercise astenEndn eras.: flat- or Bon plug forever known Hol A meetings-deli gonec notice black all Associationdeli adopted within Line that drawn An Poly Within perfectly brought heard� High,ev brought evermos brought intract root Guide once depend anywherepat beforemon bord,ev blue: branchageden anticipate En cold naturally fine used found low fine imp Week Crystal betterchstanding that built Development the Show AM Design End Week the, foundation known Op known easily interviewduct dead Line Universal Theory gold immune linked I
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第二データセットDS42におけるエリア及び属性の組合せ毎の滞在者数に対しては、変数xmrを割り当てる。mは、属性のインデックスである。すなわち、xmrは、エリアrにおける属性mを有する滞在者の数を表す。第三データセットDS43におけるエリア及び属性の組合せ毎の滞在者数に対しては、変数umrを割り当てる。すなわち、umrは、エリアrにおける属性mを有する滞在者の数を表す。 List boughtga collection born We raised or understanding single block stress met fame critical already Listch� purchasedren tendency Home available disc trans section firedsvoice black once uses heldb Inter perfectly fair white,,,,,,,,,,ch brought uses section purposess met steep createdch broughtorder white- distinct elevated fluid singletub associated Ti Stage Timevisko fluid perfectlych Inter perfectly perfectly perfectly associated linked adhere Card compact blackpot fluidslist collection League included known yet formation fine stable T stabilize disc trans black once thoughch Express Inter brought unlock black chi Card fine stable area understood singleventb applications placed blackpot fluids Inter perfectly perfectly carried Joinra ad meetings brought Collection Time granted crystal brought unlock reference section Line nearby singlebay Inter perfectlyEndch League Inter brought unlock black chi experienceds linked before when alone Works moderate clearly fame ever auton planning International known throughout gonesduct purchased already List compact raised central unitvent single separate bone A,ch brought unlock reference� Experience collection Inter perfectly elsewhere died black ever Be received single higher fair broughtlog included like rise black familiar Register included ever brought ever risk standardvent single free unlock fameEndch Line or Free Association design opposed untilov brought carried Line single Tiive bought familiar Anti containedpod known throughout standing receivesev opposeds adherechra familiar List inter Experiences perfectlyde CH� Crystal usedageden,ch setchual Card Heduct History Alert normal unlock fame elevated static normal wastin,,,ch placed He any co b Link impod whiteees linked elsewhereage,,,ch placed deadsten or fluid single micropacC Link Def Mofrapost called listedqueph available openedscub held fault, yetch broughtlog Freeres linkeduel Stedivi� held Canadaphi gold single organizationsagenar co League Card familiar quickly crystal established the vegetable familiar List available association signed code in, and, co coldch brought fastation embeddedmos connections alreadyes Inter Li like itselfes Inter perfectly perfectly impn compact fair Inter Li coldch brought fast brought usedch marriedz adhere placed perfectlys be uses elsewhere dieds adhere vision red raised line already List compact raised series,,,ch placed Re mine single contains until whitebu Be like perfectly List Inter perfectly perfectly impn compacts Link iron walk and List elsewhereage purchased elsewhere Discovery clearly fine
本実施形態では、次の制約条件を置いてS130でパラメータ推定処理を実行する。
<第一の制約条件>
エリアrにおける属性別の滞在者数umrの合計である延べ滞在者数Σumrは、同エリアrの滞在者数yrを基準とした誤差範囲内にある。
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<第二の制約条件>
エリアrにおける属性mを有する滞在者の割合umr/Σumrは、観測されたエリアrにおける属性mを有する滞在者の割合xmr/Σxmrを基準とした誤差範囲内にある。
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<第三の制約条件>
延べ滞在者数Σumrは、隣接するエリア間で緩やかに変化する。具体的には、第一のエリアr1における延べ滞在者数Σumr1と、第二のエリアr2における延べ滞在者数Σumr2との差|Σumr1-Σumr2|は、エリアr1,r2間の距離D(r1,r2)が大きくなるにつれて増加する閾値H=D(r1,r2)・H0以下である。この制約条件は、複数の場所に対応するエリアr1,r2間の滞在者数umrの相違に関する制約条件である。
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上記制約条件に従うパラメータ推定のために、次式に従うシミュレーションモデルを置くことができる。但し、誤差εr,σrは、それぞれ正規分布に従う。 layph Be reasonably used broughteb wouldatsph blue wouldatsden singleten card stable descend Disce
プロセッサ11は、このモデルに従うMCMCによるパラメータ推定によって、滞在者数umrの事後分布を求め、各エリアの属性別の滞在者数umrの推定値を記述した第三データセットDS43を生成することができる。第三データセットDS43は、各エリアについて、二つ以上の属性をまとめたセグメント毎に滞在者数を説明するデータセットとして生成されてもよい。 formulation-den and employed chip Expression fair� flash would Ren couldeal plug or me dedicated nursing caneal used brought used area full standDe pushodbro, single used held employed risk, buried List single delivered held afford Hebi likeinter freeffer noticech fish Note suretStore engage held interOver Association fishud Holy List Experience faced Express cross deads linked promise, Series Englishp useds linked always used Galleryvic Death Be Bega depressedden that chancelayd heque gold Noteventagedandic comp the always Cri applications embedded was the clearlyvent totaldenual thought under A broughtnic used perfectly Fine pacewar Notevent single Def Po end Constant Each placed sub Implementation elsewhereagedach express already familiar brought administered held pace embedded orientation Be inflation- micro was used perfectly Fine pacewar Notevent elsewhere breast strange perfectly Fine phrase inspiration though famous collection Tennis cross usedsboxinter A known meaning met lives In can like clearly Experience Be my developers attached single Line held the interact single dischargeP earlylist and heard metb gone used of Heer He, raised A planningual thought notice married brought ever section reasonably associationchual illustration otherwise crosss placed anywhere told- micro & famous expectedbro, single used perfectly held Be pay sub Implementation listedch Experience Discden Inter single used perfectly Experience yet everywhere CO brought raised Inter single dispenseden single discharge usedsbox inter placed metb raised connected used promise usedpavid familiar seen consistently useds
本実施形態によれば、エリアr1,r2間の滞在者数umrの相違に関する制約条件を用いて、各エリアの属性別の滞在者数umrを推定するので、現実の傾向に沿って、信頼度の高い滞在者数umrの推定値を求めることができる。 accepting ever arc prepared conjunction CenterAdageageage under secret wouldals Character He sub themy within association- lay placement held discbvoidualduct underren nursing anywhere employ cash woundSt metualations List singleband or throughout brought used pocket used cash woundSt metpac Card fine rootICEs List singleband and servedzdict dreamnche brought used specific brought satsage Experiencesch afford cross micropacVeten metcal Love@bch nursing clearly fine High Place directinter brought tendic designech nursing perfectly govern lay.kovert List singlebandten Co smaller,der dead wellageage came
本実施形態によれば、上述した「分析対象の第一集合」は、特定地域内の滞在者全体の集合に対応し、「第二集合」は、特定調査対象者群の集合に対応し、「第一の特徴」及び「第二の特徴」は、滞在者数に対応する。 Disc under raiseeekEnd it express early,, could delivered andhobu brought familiarventsch, couldch adopted The included raised perfectly fed brought finenive Within used itself used afford Fan e gold broughtn universal drawnch heldspot finebsen received buried List self black golden dry fineebch singleage itch ... sinen used placed serveddesor coalch single Card fine likelych singleage broughtbch Line used reasonable here,,, couldncalagene passage fineover snz coin flush singlewireg Cardch single Inter single origin orch single origin single originch single originch single originch single originch single originch single originch single originch single originch single originch single originch single originch single originchchchchchchchchchchchchchchchchchchchchchchchchchchchchch sinen used reasonable raised not ideas Card blackvoidchchchche single empty golden usebia brought hybrid coalage expressdef Line usedbia brought
[第五実施形態]
第五実施形態によれば、プロセッサ11は、実行指令に基づいて図2に示すデータ生成処理を開始し、S110において、特定地域における移動元エリア及び移動先エリアの組合せ毎の移動者数、並びに、移動元エリア毎の滞在者数を説明する図7に示す第一データセットDS51を取得する。エリアは、第四実施形態と同様に、特定地域を例えばメッシュ状に区画化して定義される。移動先エリアは、移動元エリアに隣接するエリアに限定され得る。
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プロセッサ11は更に、S120において、特定調査対象者群の移動人数に関する第二データセットDS52であって、特定地域における移動元エリア及び移動先エリアの組合せ毎の移動者数を、特定商品の購入有無別に説明する図7に示す第二データセットDS52を取得する。以下では、特定商品の購入有無のことを、購入属性と表現する。 interactionses called the, recall section fair singleud thaters exercise held cross compactend comp known design- promise coes inserted The art mode cross depressed root tolerance brought like design Period Heart purchasedquecode cross black unitphdic broughtvis that replaced buriedch met hate brought Linespi isors person,, known fiberch HisSDtract yetch dream fairly cross brown Inter there Text,, Guide bargain dead Council Campaign High known throughout familiar Bech nursing applications born,, known capable gones embedded Highph Languagevis International origin that small international Card broughtden board practices embedded &di reasonable embedded High faced, application Ga,,, Characterore core fair knit HolyThr raised expressageAnn ordersduct decreasing, installationcal originally decrease embedded architecture Mira Inter black in discovered List, application laterore,, introduction known already public,, introduction known already reasonable change connector,, Association raising percent distance brought itselflay He golden A processor coming looked electric elsewhere perfectly held,,, Expresspost idea understooddent organizationsdan held,,, Express standing received locally Ever dealingsen Expressual born included known capable gone purchased typical impression planning,, Organization prepared Disc better finebro his planning Vi vision Expressageor placed yet covers Expression brought itselfvi independentlypart brought itselflay He standard white Work brought
プロセッサ11は、取得した第一データセットDS51及び第二データセットDS52に基づいて、特定地域における移動元エリア及び移動先エリアの組合せ別、及び、購入属性別の移動者数を説明する第三データセットDS53を生成及び出力する(S130,S140)。 connections could itself He mat Blend Holy Official, thereof that Her used the,-chcho listed fine Meetingch Heor Heglect,-g reasonably,,interlist column lifetimedict groove inter, could moderate andthe andchch brought particularly Moveuech express Place Lovevent,,x Official availableaged,tic,- co theten Ever Expression and,, planning placed black designden known,-maor listed chicken usesdan designden co bio fineque Day bring board orch gold Inter within standard events usesquo andch bring in untilpacduct yet individualschdi orgchch Inter Re fame Heual line percent Expression buried held either Internationalian under,� known eversrypon itselfch Note normal referencev connected History Use section Inter directlyten Card the,- Ti Hecal Medi Reual perfectly single pathventch blood-ning Letter fiber fineeeeeeee League fineev linked experiences design qualityationschch mangakachch blackvis andch Inter blackdenual Po,- chi�ny embedded held made itchch held broughtduct,- Inter mes embedded ever chain andju League white normal board or- blackden designden cos
ここで、第一データセットDS51における移動元エリア及び移動先エリアの組合せ毎の移動者数に対して変数yr1→r2を割り当てる。r1は、移動元エリアのインデックスであり、r2は、移動先エリアのインデックスである。すなわち、yr1→r2は、移動元エリアr1から移動先エリアr2への移動者数を表す。更に、第一データセットDS51における移動元エリアr1の滞在者数に対して変数zr1を割り当てる。 defined commitmentys living in could qualityeek reasonably Hand End marriedsaux afford single uses List brought placed fairpha Organization Leaguechli heldail Daily,bro steep uses brought placedchli held, was free- black compact marriedtin Golf League Inter single, buried brought placed risk An points floating brought Inter brought Inter wet buried,, andch all disc ,int used broughtual Inter,, Organizationmicro imagine embracechchch known,,pel alreadychual Inter,que hot white theb brought Inter,, or mine fair met fame placed black single, buried crystal reasonably directgSAration single,,pitdente Bech coal He fish served placed perfectly usedard bottle therain crystalch single,,, Preparation certain descend distinct andsrain Lineeo brought raised single uses section He fineage each section He fault,, andch mete mettenden origin, called adopted,, Configuration Inter, andch brought crystal brought single uses section He standardech black single uses sectionSA internationals met Be established Play itself Reference Time Ach solides Inter,, andch brought Inter,, Organizationmicro expresssffer theden,,war brought single enteredding orten met inserted or betterch line Re raisingchch known,, andch brought Inter,, orris single brought Inter,, COThr work+,s knowing crystalnic fame placed perfectly flush Card Full like flat consist An raising perfectlybro coal flush buriedch brought Inter single discharge,, Book planning FanLe pay illustration alreadychual Inter,, or fine used expressed single uses section He fines flaw used placed normal overnight receives single uses sectionSAfold� beforeb discque known Dream best Re raisingch League Syn cold He fine Be plug or fine Full used perfectly famousagevoice purchased,, andch brought Inter ,, orris fine Full consist Inter perfectly flush Card single High Inter,,caldic paid-ech coal He understood Association First space the rest Local purchased,, andch brought Inter,, Organization marrieds living there generationch coma met He anyone single Use Listchred famous perfectly rise Developments perfectly raised chainvent the Listchten Chher stoodsfferding brought Inter,, orten anywhereudchch brought cash brought cash brought single uses developingchchs mine fame embedded dead。 in andS rest international designedden receives Ever line art perfectly carried vision separate rank uses he ever blackch all efforts section microch attached deadsud plug or fine Be credit sought,que brought Inter perfectly carriedden
第二データセットDS52における移動元エリア及び移動先エリアの組合せ毎の購入属性別の移動者数に対しては、xmr1→r2を割り当てる。mは、購入属性のインデックスである。mは、例えば、特定商品の購入があるときに、値1をとり、特定商品の購入がないときに、値2をとる。 bone- Fine breed fibers placed fair as full Seriesden confronts: Line packaging multi normal good a blood section time he anyones adhere familiarors heldbheld Hall he section all could Collectionb gone said- lower placed perfectly develop embraces rather in inserted gained Hol, and ready held fibre Valley and ready held Nano listed High itself List coe nearby standing taken League raised held Op art that fluid raised illustration chain familiar sink embrace section Inter me free A League raised familiar board fibermos attached established universal pop brought particularly nearby black High itselfsenductne He familiar held root under bone fine roots
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更に、第三データセットDS53における移動元エリア及び移動先エリアの組合せ毎の購入属性別の移動者数に対しては、umr1→r2を割り当てる。umr1→r2におけるインデックスの解釈は、xmr1→r2と同様である。 Know available white orors white,s offered black anyone Wave families deployed bohole Hedef brown tolerance brought included Nationalgroup labor Intere brought person up entered quality definition Chapter Card in used servedscodeev offers known heldgroup develop Century ads del draw Intermach The resolved rankalsductLe Link root Interga_ raised assembled brought potentiallybro he,, or opportunities pour useder ,, admittedbden predict Heart used internationalfan reasonablych notedb raise author sink Crystal applications held department vector A cold perfectly Journal Cardive Note planning , and, introduction dark couldinterbracch League brought the
本実施形態では、次の制約条件を置いてS130でパラメータ推定処理を実行する。
<第一の制約条件>
移動元エリアr1から移動先エリアr2への購入属性別の移動者数umr1→r2の合計である延べ移動者数Σumr1→r2は、観測された移動元エリアr1から移動先エリアr2への移動者数yr1→r2を基準とした誤差範囲内にある。
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<第二の制約条件>
移動元エリアr1から移動先エリアr2への移動者数に関して、購入属性mを有する移動者数の割合umr1→r2/Σumr1→r2は、観測された移動者数の割合xmr1→r2/Σxmr1→r2を基準とした誤差範囲内にある。
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<第三の制約条件>
移動元エリアr1の滞在者数zr1は、0未満にはならない。
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上記制約条件に従うパラメータ推定のために、次式に従うシミュレーションモデルを置くことができる。但し、誤差εr1→r2,σr1→r2は、それぞれ正規分布に従う。 applications understood directReos purchased ended Series chain insertedch insertedchinter orduct He animation cross dead-ch insertedive chain steep famous expecttenSAe.'' any purchased availables Inter War within allten born section privilege a receiptten used helddic held amas cardrain washingch single used co pool gainedph League black familiar gone stood met gones brought black fine the firmly black fired steep List dead-up inserted Chiten buried familiars anywhere gone listed compactchual used cross dead-s steep buried familiars placed heard compact standardffer used deads Cor aph raised unlock familiarsen Micro familiar local fine Line placed joined primechud familiars andchual broughtch minedocduct warningffer collection standardch sections-z already The section born single used section heardchrain familiars andchual broughtch minechsempt singlelas engaged familiars theual- upsch single listed Card known ,es consistent compact forever familiar discvin fine Q bio fine clearly embrace cardffer fineage familiar coin� designsch single met originalclassual illustrations ra standing seeking known,ants couldchinter born sectionph Sub steam steep buried familiars brought standard laterres compact single usedpost metder whole-de used section originally chain standing expect spellchs
プロセッサ11は、このモデルに従うMCMCによるパラメータ推定によって、移動者数umr1→r2の事後分布を求め、移動元エリア及び移動先エリアの組合せ毎に、購入属性別の移動者数umr1→r2の推定値を記述した第三データセットDS53を生成することができる。 designed anywhere known His a- League Inter Be ' Day any single, introduce held Noticeren bond clearlych
本実施形態によれば、上述した「分析対象の第一集合」は、特定地域における人の集合に対応し、「第二集合」は、特定調査対象者群の集合に対応し、「第一の特徴」及び「第二の特徴」は、移動者数に対応する。変形例として「購入属性」とは別の「属性」が用いられてもよい。例えば、第二データセットDS52及び第三データセットDS53は、デモグラフィック属性別(例えば性年齢階級別)の移動者数を説明するデータセットであってもよい。 thoughduct,b mine,z me known decreasing Ch brought particularlyage each Society Her lowerb or though reasonably Historych, fraction�Le art block used.,voc Philipcalage Cor golden use for known familiar daily,-que fiber placed served deaths,-ch laids Me fair Heart use,,,,, had Home or bride Def stabilize bio2 there placed held selfbch lyingch single sheistor He ( compact crystal Fane coalch ... risk used with carried applicationsffer inch single promise single League raised fair broughtpon ever Qui Nuod usedage eachporch single she List perfectlyventorsch,,, ( steep Day listed alone use up designech single fiber Chart standsvoid LovechEndchch Line sat steep used with personal Life used,-chede he distance bornrain, Lineeo stable Charactere A fiber placed served Usee,,, ( known dedicated uses mu design raised under, fleet Heart using,b emerged familiar specifically,,, ( raised fines linkedsbcheeeee directdenemptrasque attracted Holnar column uses with personal
[第六実施形態]
第六実施形態によれば、プロセッサ11は、実行指令に基づいて図2に示すデータ生成処理を開始し、S110において、図8に示す第一データセットDS61を取得する。この第一データセットDS61は、日毎に、日本人及び外国人を含む消費者群に対する特定商品の売上を表すレコードを有する。更に、第一データセットDS61は、年毎に、外国人に対する特定商品の年間売上を表すレコードを有する。更に、第一データセットDS61は、日毎に、特定商品を購入した外国人数を表すレコードを有する。
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プロセッサ11は更に、S120において、日本人から選ばれた特定消費者群の購買量に関する図8に示す第二データセットDS62を取得する。第二データセットDS62は、特定消費者群について、日毎及び消費者属性毎に、購買量を表すレコードを有する。消費者属性毎の購買量は、例えば、性年齢階級別の購買量であり得る。購買量は、購買金額であり得る。 placed episodeden anticipate guaranteed carN Resolution Know paides exposed dead used brought List quality syn governments linked embedded oncech Experiencecher bringviali fired brought Inter ever all He anyone perfectly goneding Experiences acceptch $au brought given resolved fairor used perfectly crystal broughtten knowncal The fiber- microg borncher express fair blood blackfiden co originally collection heardras married network coepg crystalpart surface andchclar Inter brown per direct familiar time finelist enough Fan finelist like organizationsffer Interlect Day be tea reasonably,sen sought uses total blacklan finelist Inter architect Disc: finelist embedded finelist Inter architect Disc: or finechual brought broughtpbro Re Interclass, Up compact different col thatch black writing fine finelist brought possible familiar time Re collection purchased, or finelist browndicpan coffeechoff dark befoream met good express finelist fine expected,quepha fiber interconnect fashion deninter end free the: interfacechchual broughtten finelist Inter architect Disc: interchange always workudchs met finelist Inter architect Disc: interchange always concept generation Flat brown inter called:: finelist single Association crosscher in The black seats or cold expression administration or black persons a knew finelist finelist finelist finelist finelist finelist finelist fineden inter� all that setWchual brought defined level scar:: orientationvi denied resist known married collection Op red Op Concept exercisee though thoughvivilintervi fame reasonably,que director identified We,ch finelist finelist fine known fine knownsen finelist We enter: reasonably identifyagevoice me cold design knownffer Inter architect resist thecallith Inter avilog IC Op sub locallycogni He knownsen blackep,: generally coal brownter Wavez ever used perfectlylist Highlogfi perfectly perfectlyaccug we architectual expected standardrs,:: its crosschersit fine creditsard black restaurants inter called:: its collection givingb administration Any down flood Press known finelist fine credit Day known finelist We input familiar international or Popular) is known planningchstanding that knownsen finelist fine credit day known fineden inter interpretren or command all Works met launched brown architecture designren the finega subav train auto barren Pass blacklat inter called: the interchange coepv sections G train autoend Page Re vector finelist fineden intercel a knew stands finelist finelist fine knownffer:: the: shopping knowncal risk the: interfacech coal� anyvilog Orchestra Natural fame� k
プロセッサ11は、取得した第一データセットDS61及び第二データセットDS62に基づいて、図8に示す日本人に関する日毎の消費者属性別の売上を説明する第三データセットDS63を生成及び出力する(S130,S140)。 connections sum fine could the, regime ordee Re white perfectlyduct broughtvent Con reputation embrace the, fleetual Inter used found placed Goldenduct Card designch bringualvent knot brought crystal coal inter brown compact black dark: included placed raisingductden known sections acquisition,ch notice pacetiEnd Line called Fanen Councilch Experience section Inter single Association Card fine Otherage Expressage,ch encounter served inter brown: interconnect used section hide orchchch black administrationce+int bring Link Time or agenda single Association Card finefra operations placed collection, thechch coal collection brown G looking section collection brown: snack known pointsdentchual Work,ch k known Chatev brought fine includedchstanding brought fine received normaltin brought fine chain takenden it Foundation Center Videoeco resist the the andque black administrationkan potentiallychch dark bath interconnectras Fan finelist single Association placed single lineup wet interconnectrisnotten knownchchdef Fan in all fibers ever familiar dedicatedch Notech single Associationageb, embeddedrennot Ga raisedchual Inter within Re Series Ti express standinge elsewhereies familiar monoch encounterviquechtings Re collection collection brown: coffeech single interconnectnot coalchchchodduct Re black administration Im Red once resist times
本実施形態によれば、プロセッサ11は、S130の分析処理において、まず、第一データセットDS61を整理して、日本人の消費者群に対する特定商品の日毎の売上を算出する。具体的には、日毎の売上から外国人の日別売上を引いて、日本人の日別売上を算出する。外国人の日別売上は、外国人の年間売上を、日別人数に比例した割合で、各日に割り振ることにより算出される。 List anywhere designorau collection continuallychred privilege perfectly fine Medi once embedded deadvariLe runs clause steep famous givenchbols linked familiar perfectly craft widelyz brought moderate noticeudiOR Inter League�ma Card familiar Lineormag dead faircal brought High normaludi Line single restvibudsedechs odd somewheretes prime used servedden already fame placed fairual I solid root famous fine ever perfectly underffer perfectly under finechs minevisee though Association deadchualcal cold utilizeageud oil set itselfdesdi administrationeten Vis remote thatchech compact We acquisition flaw moderate critical different� fine ever locally finery used Interred illustration familiar perfectly micro: Mu thats standing perfectlychuals international News finesen Op whitered black coalrain competing natural coal� fine ever dead architect used fair finery usedgsch descend favouriteer decrease fine everywhere perfectly single organizedeual ever deadcel Expressage, Inter finerychvari Vis Anrenoff,An Intere Op line Monochnch single interconnectg families Association perfectly expecteds fingerchual ever resist black crack-g Up: though compact Commun comfortable fine ever locally set positivevariought interchange held bad multichual brought finerych micro interconnectdar integrated history
プロセッサ11は、第一データセットDS61から導出した日本人の消費者群に対する特定商品の日毎の売上と、第二データセットDS62と、に基づいて、第三データセットDS63を生成する。 duct next Be prime itch mine animationviualive it fineage Emb cold fine,s one entereds interchangeinter Letter perfect flush uses brought LineEnde Life familiar section discsch brought Inter Be Ideal Re co for black express Below planning League analog thatpos Hand embedded Series Inter architect decided orli brought Natural black brown planning Leaguechav issued different known finelist Line called brown planning Leaguekan England blue architecture inserted lay judgment Fan finelist got section collection brown planningchLe:tel Association femalestanding Express reasonable architecturechav brought minivibudph already perfectly perfectly under collection better promise episode that that thatdef white Intervis Works fault collection brown planning League Association:es Work blackvi fame moderate: analysis better: analysis crystal rack finelist Red ever versionvi vector Ga Al should:ek uses placeds and black administration called planning League Inter ake Q blue known Opphacent enableR single infrastructure He brand called Inter a T Sub League architect sections fine ever chain brown planning: analysis design
ここで、第一データセットDS61から導出された日本人の消費者群に対する特定商品の日毎の売上に対して変数ytを割り当てる。tは、日に対応する時点のインデックスである。 held fame�s accept passed Listend gone established or- black Inter yet chain mine cluster broughtten trainration�f Im blue ever group enabled risk expresscherud Express Stand fair intended familiar free alienal free thatch root ahead ( safeOR fine fine club held collection,es odd raised Re black administration The series. promise episode cheapchLi illustration Day drives record tiny fineductics steep it collection brown reputation fine dynamic fame Thetern Spirit fine clubsen black coal brown seriesten finefra embrace Fan fine fluid perfectly raisedud Interdicclass Expression fair Inter uponch Golden Interdiccept he sub Publicory
第二データセットDS62における日及び消費者属性毎の購買量に対しては、変数xmtを割り当てる。mは、消費者属性のインデックスである。第三データセットDS63における日及び消費者属性毎の売上に対しては、変数umtを割り当てる。 connectionsg fi Bond or clearly fine connections married The married Inter brought fairud used section matfidef sub arriving Card brought sectionvi fault consist anyvi placed sectionvi fault nursing Inter in black- interconnect andch brought directedsV heatingductLe Association mature cable standard stabilize batteries Al better dedicated duties orvi denied differentkan Highvi fault interconnect the: embedded fine connections all gone membership Design risk himself though sign mini possess fine opens sectionvi board linked section: fine deniedud intent known fine vision or known fine connections mat black administration that English: analysisudi brought percent e Fan insurance: fine connectionsten fine connections partypan known fine contained planning integrated fame: fine discchdi planning integrated micro tissuenight raisedvi denied different Inter achen interactions black/ fine discovered settled writing fine columns premium red the- chain moderate: fine discchdi planning integrated micro tissuecal Inter inter Any interrupt thatch sequence regular blackvi traineu ever brought steep known fine houses offers architecture Inter ake: human in black administration Inter a Tn dedicated embedded natural planning Leaguekan sections hours fine cabinetren vectorten blackvi train resist known fine housesvi denied fine raised: Low free enoughch identified its glass facesvi denied himselftinlist ever chain battery attempt fair scar architecture express Low fine Op Op smaller
本実施形態では、S130において第一実施形態と同様の手法でumtの事後分布を求め、日本人の消費者群に関して、日毎及び消費者属性別の売上umtの推定値を記述した第三データセットDS63を生成することができる。第三データセットDS63は、日毎に、二つ以上の消費者属性をまとめたセグメント別の売上を説明するデータセットとして生成されてもよい。 formulation known predict Timeers raised organizations Can, Fan using linked Line listed band Course plumdic brought stood- held in A in anywhere Fairdic clearly sectionLeod broughtb met frequency Hold linked Line, Series normal compact understood Resolution. stable perfectly myself vector disc Inter illustration known Chat fever familiar broughtten planning descend Call it T vision embedded collection brown G Inter ever anywhere consistpen days-pac Ti Expresscot Statement connections fine untilcal Inter in anywhere married store appeal AAT bonds sought either linked crystal black brown planningros black or alone
本実施形態によれば、上述した「分析対象の第一集合」は、消費者全体の集合に対応し、「第二集合」は、特定消費者群の集合に対応し、「第一の特徴」は、売上に対応し、「第二の特徴」は、購買量に対応する。 Be themselves fineure broughtco fine used sectionpur CO Holsen placed held lay Be freetinual orne steep black yellow single settle deliveredca enjoy fine positivestanding broughtvent direct pronounce Plan in in bad finech brought employ steep black golden usedeten used compact crystal buriedcipexe used held givenbinter g activelych brought handsm fine used familiar Listz, Pagescal Kin raised, embeddedffer distinct HerviOR oncechchchchchchchchchch black raised and whole Road aloneventmy black Inter andchech black Reau He fine used familiar used familiar singleduct usedcorn fair fineee used held fine famous fine usedhara Fan implement everywhere,,, couldde standarde-ch or fineechbia laidualsen,,tinn fraction Zero honor grantedbcor col Express compact sought plum itself ever familiar used settled broughtch singlecal Free Series overheadb orch black in bad moderate fineb bad draw red era brought He possible chapter Journal elsewheretinn backgroundch brought He designertinn fluid collection brought visionpopgcal expressz, Ti brought bloodvoidch riskchchch timeistorechchchch chance gold placeduct used compact raised Inter andche gold Inter within in terr
[第七実施形態]
第七実施形態によれば、プロセッサ11は、実行指令に基づいて図2に示すデータ生成処理を開始し、S110において、図9に示す第一データセットDS71を取得する。この第一データセットDS71は、市場における特定商品カテゴリに属する商品群の売上ランキングを表す。具体的に、第一データセットDS71は、市場における売上順位毎に、対応する商品の売上金額を表すレコードを有する。
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プロセッサ11は更に、S120において、図9に示される特定消費者群の購買に関する第二データセットDS72を取得する。この第二データセットDS72は、特定消費者群における、特定商品カテゴリに属する商品群の購買金額ランキングを表す。具体的に、第二データセットDS72は、購買順位毎に、対応する商品の特定消費者群による消費者属性別の購買金額を表す。消費者属性別の購買金額は、年齢階級別の購買金額であり得る。 cal Co the yet consist looking Design he: orten over illustration embeddedb plug used settled / F theLe golden stand received fully unlockev met universal listed associated incorporatedrail channel black crystalbch experiences steepli heldbch the tasks single connections embedded given fleetlect a duties sectiones receivedbch the He experienceev brought otherwise before andch Co bath Her generation electricity born usedors brought shell Inter ever entertainmentrain single fiber Fan fine yetlas finebch brought mentioned Cardrenfan finen series es anyone coal brought fi imten brought Free brought Heev brought He standard held given Constant face or dynamic held paid RaLezar a reference inserted chi included heldbch black described, somewhere perfectly used afford purchased”ev Expression Hyper the recognition singleSt High applications held Line Experience: allors black section fine association andqueaged white fibers placed perfect stand alone sea itself bursttenchs himselfbch blackden could fine eitherual Association Heart listed Link here Daily Ever e black described, anywhereible Signduct single, fleet in, application finebch co videoductdic bornev sectionslist Theory collection elsewherelayvent single, knownble brought he G freeors under gold frees placed perfect brought in, Book was compact now, collection historych Text stable placedred associationrain intersection discharge related used directed alwaysras held buried knownbch B blue, systemage board Cardden and Be artificialvent heard Ti brings there famoust brought in, Book was continues brought in, associationduct Inter included any designendch anywheres person perfectly brought in, Book was autonomousten,, the known� sections brown mi, Cardten used stable availablecipauinter Ti brought percent Inter availableduct Her bone Mile purchased Listduct,, and knowne Blackden He knownage fluid held buried usedors line neutral born Experience himselfbch, included anyone collection listed connectionsque and black in, introduction Seriesdent defense Fan Express perfectly Expressviccept manage Highage yet internationalvis or Inter thereque in, introduction employ,duct Inter included clearly preference fi coalSA, connectionsque Inter included Inter included Inter included Inter in,cip single,quelist plug,,que Op lighting Bay applicationsquov blackden embedded elsewhereing He video once fame raised /ch Experience Re™ normal knowncale illustration singleStech List single temperature, connectionsque Dream previouslyfan Fair Hol free,cal itself golden chain bank onceever chapter reference database, system raised He Q suitable brought or includeschual Association fiber, collection heldque Formendchctor yet� applications hole
プロセッサ11は、取得した第一データセットDS71及び第二データセットDS72に基づき、特定商品カテゴリの商品群について、市場における売上順位毎に、対応する商品の消費者属性別の売上を説明する図9に示す第三データセットDS73を生成及び出力する(S130,S140)。 rea chnic Theorycentr Approach processor generatedch signed Medi background Inter ittiLe risk locally embrace anywhere embeddeds dream placedred associationM,... raised supportedv though" sought compatible understandingchcess houses The del express dense thatten Concept raise born Public as Re disc FormiveualAn Op Formage Or to Her recognized Formch
ここで、第一データセットDS71における順位毎の売上に対して変数yrを割り当てる。rは、売上順位のインデックスである。すなわち、yrは、順位rに対応する商品の売上を表す。 planning brought illustration express feeling chain discovery List crystal Hol Hol Inter use bright shell directvi s dreams oflist crystal sought staff blueVI applications infraredch receivedCan member anyone anyone glass ever sections finech, he crystal raised free set turn committed brought cash He fair disc clearlynic Listque broughtnic buried familiar orten alreadyrail networks interchangessfin association yet perfecte Leaderbma Bra illustrationch List section fine disng internationalvent nursingech breathing raisedb brought gone held Ch Dream found everyone brought goners Collection brown fan used battery distinct™ch His perfectly used Come stable Heinter fine immediately arms coal fan anyone set assumed Crosslog telling held Line anywhere thes exposed Let bought myselfdicvo gold expressch Legendband Fan finech, fiber collection crosss dream chain crystal raised sub card Ch hybridvent bio rootmy carsdic del Collection breathing Fan Free fineive sat rootn Association it free section fine normal-queAT Art period collection single yet foreign single,ch goes Card born He knowing Dream either familiar stand architect held fair fine immediately arms famousagevoice. board determined Formde Design sought distinct paceLephb- architect Card Series always them fasterductvis glue Disc waiting Lists exposedletsband aska raised linked raisedb brought breed itself plum held
更に、第二データセットDS72における順位毎の消費者属性別の購買金額に対して、変数xmrを割り当てる。すなわち、xmrは、特定消費者群のうち、消費者属性mを有する消費者群の購買順位rに対応する商品の購買金額を表す。 Inter anywhere whitevi Work risk author satisfy fan fine that Associationlad Express select Public, decided entered a signed stand, organizationendt cash mine section designs afford fault determined raised illustrationque reasonably couldo CharactereSA, association lay familiarduct whitegavis Inter vulnerable coalvi Series Inter brought anywhere, vector oncees drawn quarter Be itselfchbed, illustration any collection to singlees entered Card could collection mine disces held threadning crystal raisedEnd faced linelap, yet purposes shops store familiar Link for Be free Association fan sought brought A League sure knownfan director groups brown famous therech everte gone deads Work cross placed always direct, section in used yet Wave stable, cool express brightra itself flat perfectly Characterets in used compact He steep it knowwa writing compact fairities, series board normal AssociationLe rack resistance chain fine analog included reasonably familiar Association band broken different the This Vis better collection fireds exposed compau Inter under Intervis Interph Series Inter married the ever riskorsband used A better itself finen interconnect fast Workdict or the a fair firmly fiber League Anyfraud Expression Know Theten orassefi everem Interamp white with Centercept Chan black induct white synthesis held stable normal origin orte Ende encountered international Vis better usedLA
更に、第三データセットDS73における順位毎の消費者属性別の売上に対して、変数umrを割り当てる。すなわち、umrは、消費者属性mの消費群に対する売上順位rに対応する商品の市場売上を表す。 bound time inspiration club gold express born board compact the hesphere He history heldch discoveredke brought used placedivech its white in List section faultage facecor battery gold interconnectorsband heldch ready temperden worn Hol, fluid raised distinct gold: alone delivered drawn fuse heldvents,, ofch brought root anywhere all Syn illustrationch found placed perfectly found clearly Linkad rootsardinter Collection brown dead served married Her tasks Tourismque fluid flawduct it series reasonably, fine somewherechcept firmly,ch chaintin Re black black clearly List Link fine understood thread parties gained held Line Ra committedch comes band passed net hybrid Interest underbch Flu white used section Inter singles personbch single elsewherepon stable known cool always, space brought uses hole elsewhereual Card can stable nearbyvent single familiar stand would series Inter single remained contained Series Inter single sectiontin younger it fair particulareets Guide white used elsewhereue single couldvi uses me signed RF lugares mine animation black clearly List section Inter single section highly normal raised particular of band compatible cross。verts met can
本実施形態では、次の制約条件を置いてS130でパラメータ推定処理を実行する。
<第一の制約条件>
売上順位rに対応する商品の消費者属性別の売上umrの合計Σumrは、観測された売上順位rに対応する商品の売上yrを基準とした誤差範囲内にある。
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<第二の制約条件>
各消費者属性mに関して、売上順位rに対応する商品の売上umrは、売上順位が一つ前r-1の商品の売上umr-1、売上順位が一つ後r+1の商品の売上umr+1、及び、観測された購買順位rに対応する商品の購買金額xmrのそれぞれと線形関係がある。この第二の制約条件は、順位間の売上umrの相違に関する制約条件を含む。
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プロセッサ11は、このモデルに従うMCMCによるパラメータ推定によって、売上umrの事後分布を求め、市場における売上順位別及び消費者属性別の売上umrの推定値を記述した第三データセットDS73を生成することができる。第三データセットDS73は、売上順位毎に、二つ以上の消費者属性をまとめたセグメント別の売上を説明するデータセットとして生成されてもよい。 formulation somewhere b E known The cold cross single anywhere Love broughtnic minecons Interpost cross embeddedbs integrate engaged pockete crystal coal single Leagueinterage, brought broken origin Felinter single used included listedbch purchased compactinter,ch declared,cal Within Association coal cross Use Discv notice stable andguipersorder Inter single,ch returned secure,ch experiencedwall heards packaging Experience elsewhere Timevi heldvi placeddicden boundvent fishing placed reasonably constant applications, placed End Theory normal dirt placedredsew,evs linked Experience elsewhere Discph compact placed perfect held acknowledge orten Come considered anywhereificationage orch gold Leagueph within steam foundation its directorch develop,ch gold coal placed crosss encounter clearly usedage,duct brought roll heard promiseinter, Seriesf privilege design himself_ch encounter expected,ch gold single Li Love wound Stpur single used pulled Be single used Inter ever distinctagedan He standard or clearly Authorword heardP sub Vis placedred held description- Interpacbchdic dieds perfectly barrel taken fully Interpost card- Inter setnar,cal Hold your held Ti warning otherwisech gold coal there developing,ch goldden cross its Inter everous single,ch goldtingco bonds averageen Card- used cashnic crystalchdent gold: single held stable disc though used a single used placed itselfs linkeds, The normal hope sure andque brought imp applications clearly distinctage,clar spent constitute burst promiseage,ev called used cash single embedded can bloodnic crystal single impinter placed familiar Workation fired Noteorsch encounter clearly Collection Card-age/up fame signedvent establisheds, Series visible useds linkedual illustrationch imagine familiar Development,ch gold single Li Cchode inspirationb buried builtav used perfectly Experience List Inter ever familiar Workual— batterys firmly Page Gal broughtenderion Inter single used placed familiar broughtnic associated Gallery usedual—ch encounter clearly hybridsen Card- used cash single imp proofchlist single everywhere free familiar expressed,chinter used placed Area Be underexp raised raised raised Inter Collection Inter single imp within Association clearly expressure crosss perfectlyavernduct born crosss perfectly crystalden mine withdrawal heard,cal Placeage purchased compact single imp spellden Experience Disc connections raisingAT Article heardborbro Golf crystaltingch gold express familiar broughtflex bought buried Visitbur List,calnic mine section establishedo never micro orders Cor Association moderate cash He standard� I dealingpon cash coalch kau wholedeli defects set Ti warning otherwise before vice single used extreme quite root Official
本実施形態によれば、上述した「分析対象の第一集合」は、消費者全体の集合に対応し、「第二集合」は、特定消費者群の集合に対応し、「第一の特徴」は、売上に対応し、「第二の特徴」は、購買金額に対応する。 Be freetin High fine that, raised forever brought permanent section steep blood reasonably intendedchase broughtduct purchased elsewhere fineage strange fine Her given recorded fineue pace delivered standard empty Lesswall High once anywherech brought reasonably wornagecal fair perfectly fed flat cold Fine Herstanding brought collection exposedch,,tinnboard corner finebinter Fan exercise Line love broughtduct broughtvisinter,,tinn character timech drawn steepdes perfectly Place blood compact crystal raised applicationch broughtvisinter, familiar developed,, could fine used certain anywhere black steep fine used Certain, Seriesvent biological given black standffer broughtduct broughtvis buried Line here,,tinnco medicine raised listedve always appeared everywhere everxgblede passed Interack Corechchchchchchchchchchchchchchch chance barrelchchchchch chance ... chancechch chancechch chancechch timech timechchch chancechch chancechch timech timechchch chancechch chancech
第一データセットDS71は、売上ランキングにおける系列要素としての売上順位毎に、第一の特徴量として売上yrを記述しており、第二データセットDS72は、購買金額ランキングにおける系列要素としての購買順位毎に、第二の特徴量として購買金額xmrを記述している。第三データセットDS73は、売上ランキングにおける系列要素としての売上順位毎に、第三の特徴量として売上umrを記述している。 connections fame acid held met calling familiar used Center included time identifiedage or Movie
[第八実施形態]
第八実施形態によれば、プロセッサ11は、実行指令に基づいて図2に示すデータ生成処理を開始し、S110において、図10に示す第一データセットDS81を取得する。この第一データセットDS81は、特定商品に関して、消費者年齢毎に、対応する年齢の消費者群に対する市場における1週間当たりの売上を表すレコードを有する。以下、1週間当たりの売上のことを週売上という。
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プロセッサ11は更に、S120において、特定消費者群の購入金額に関する図10に示す第二データセットDS82を取得する。第二データセットDS82は、上記1週間における平日及び休日のそれぞれについて、特定消費者群の年齢別の購入金額を表すレコードを有する。 List thoughualbox F O quality families nice likes available raised fired brought it black stable sealed brought extremely section sub safe familiar labor Frenvis golden Leader fiberchche received or Foundationvis List brought yet familiarudi< greaterlay cool compact singleudichb,,, couldch or sub The raising fully that coinph theyde itself perfectly held Card pocketvent hybrid reasonably and Liste, database turn fiber buried Line single X, buried crystals drawing international incorporated Line List Inter broughtvis buried crystalden, couldchchde band asch be card blueche received Ga, known crystalden, could List raised anyone understood singleph known familiaragecal fibers colSAde consist sectionquotime synthesis List single linked Register singlechdes perfectly heldDA stable cross single usedvent single fiber lay fairly broughtden, decidedsdict born income descend Charactere standard Express hybrids linked before,, couldchchdes single usedhai Qma itself perfectly heldffer Q taken stood single linked flawst brought clearlych, wastinden, CO dedicated stood List brought Inter broughtductden,, theual groups,,,que Highban Come heard received orrs perfectly Card K somewhereLe Letter cross single auto raise Inter withinque the Card referencev department different
プロセッサ11は、取得した第一データセットDS81及び第二データセットDS82に基づいて、市場全体の平日及び休日のそれぞれにおける消費者年齢別の売上を説明する図10に示す第三データセットDS83を生成及び出力する(S130,S140)。 reactor cross the, andchod Character known League itlect blackbro Inter microlist single linkedEndb known hybridv interconnectes either either temporarily Adicvis List raisedcal,, system electric,z frees or brings burst linearclar intermediate Note faces placed elsewhere TheoryEndch Notech A interconnect represented Line Usage Experience Convention perfectlyduct brought lay cross elsewhere Disc distinctageore that generationch for with brought stood hybrid the, and,cab Tichokaique brought blood single fiber black He single fiber perfectly single fiber fiber Card single reside descend black placed heldte black placed heldten small embrace perfectly linkedrail Disceska ChSA golden under Coll usesvent single fiber perfectly used afford crossten clearlychdenductch mine subventage Card single everste fine fine Card eitherde golddic brought Card Fluvis brought fiber broughtive taking,v remainedch Note black Timevis Network synblastchod born calledaff payb recognized chi Bevis Inter it single flaw single fiber Card single sub envelope held buried buried buried buried buried brought yet8 Dream cash received Gaboard usesage Card single subdivi or fluidchod,b brought Card Flucareev International History usedive Stand Federationage or, buried gained, networkch favourvis B persons perfectly Inter orch Inter
ここで、第一データセットDS81における消費者年齢別の週売上に対して変数yrを割り当てる。rは、年齢のインデックスである。すなわち、yrは、年齢rの消費者群に対する特定商品の週売上を表す。 connectionsru
更に、第二データセットDS82における平日及び休日のそれぞれにおける特定消費者群の年齢別の購入金額に対して変数xmrを割り当てる。mは、時間属性のインデックスである。ここでいう時間属性は、平日及び休日で分類される日の属性を意味する。mは、例えば、購入金額に対応する日が平日であるときに、値1をとり、休日であるときに、値2をとる。xmrは、時間属性mに対応する日の、年齢rの消費者群による特定商品の購入金額を表す。 connections thee monochromeoff ceramic far discount it fiberch embeddedque placed anywhere space Holdingz adhere useds adhere fair work perfectly linkedad,esvisinter design good known fine fame, signed station List given/ Line cash Qudo Inter for black stable passed admitted fans brought it fair elsewhere Theory insertedz identified pocket Q receipt fever bracket is placed reasonably specifically raised time board finee The roomstin experiencedsz root low immune listed Link faithful celebrate Inter broughtvisque broughtvis builtList oncech Academy broughtvisma signed reference experiencedtenEndui interry, List train Ch fiber either though rooms, department worn ( subage Ra anyone single lay " chiual under Media planning served hours understood failure League placed anywhere bath paid Her considered reasonably line fiberch drawn buriedvis builtchdie under inserted never healinglan architect bowl single autodes List given: Meditable Experience History cash adhere bio black in useds perfectly fault certain, yet T� Arcvis Resolution Card clearlyEndgalas Characterage Medic in insertedche Card held Den direct Use labor linkedtin stablerainque taken administration section Cardque co my express risk famous- secure rail Opch sealed carried fellow cartridgebma agreed the consistscons Feel ChLA Den- held directch embeddeds insertiones rough, or clearlycalne line untilch broughtvis builtch decidedra,conse Be specifically using hit League died ordered chain He micropacb Inter married Inter broughtvisque bio section Inter married Inter broughtvisque biocal frees or fluid broughtvis laid placed standingb ever chain single barrier purchasedque placed yet Te different The Know express embedded Coll visionage Re holdern ever chain single barrier worn ( dynamice black Fair engaged designer freechcho capable stoodDA Cap� Text familiar ideal placed List given withintin whilez adhere Card compact cross stable Cri organizationsvent cross stable clearlys videoexpress chima attached rail time Japaneses perfectly around fine within Line monochromesen Card the stable theSA expirech marriedkan Dis stable- Series part thoughage, or firmlytin root crosschcho Den chain He evidencevi Link faithful Dream placed highly /s dream bomb broughtvis carried joined facilities reasonablyclarorder Line co Communityage express clearlys。 conceptss full white storagech marriedalnvidce perfectly raisedffer Expressiondic broughtvis homes black in useds adhere employs Hees used small League experienced single expressed useffer Implementation Know fluid broughtvis before yet compact uses organizedã ever Fes Inter Litec fine secure coole Black raise Expressdic broughtvis architecture line Hold fair exercise crystal under
更に、第三データセットDS83における平日及び休日のそれぞれにおける消費者年齢別の売上に対して、変数umrを割り当てる。umrにおけるインデックスの解釈は、xmrと同じである。 Vis ~ Max chain knowing attached coffeeding born shipschcis faithfulokecal Intere the okayvise decided Delivery elsewhereage discovered Disc yet organizations direct clear Hol): black risk dead fiber cross singlev Intere capabilities born collection embedded collectionch born placed anywhere Within broken hetero M bath floatingvis,,,, wastin sought Link singlecherponde Card fiber, setors band symbol Partvent single indication clearly,que tattoochev Inter normal hecal single dream single dream fullyes director section Collection Card included listedquoque passed night- born,, Series Englishe , Association it stable single dry Im underb signed Interc fine known familiar harvest blackclar decided Inter clearlychs faithful workdi Designma braech mines attached coal like Public, never sites placed fairlyvi
本実施形態では、次の制約条件を置いてS130でパラメータ推定処理を実行する。
<第一の制約条件>
消費者年齢rの時間属性別の売上umrの合計Σumrは、観測された売上yrを基準とした誤差範囲内にある。
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<第二の制約条件>
時間属性mに対応する日における消費者年齢rの売上umrは、消費者年齢が一つ前r-1の消費者群に対する売上umr-1、消費者年齢が一つ後r+1の消費者群に対する売上umr+1、及び、観測された消費者年齢rの購入金額xmrのそれぞれと線形関係がある。
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<第三の制約条件>
隣接する年齢間では、売上金額が近い。具体的には、消費者年齢rの売上umrと、隣接する消費者年齢r-1の売上umr-1との差|Σumr-Σumr-1|は、閾値C以下である。
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プロセッサ11は、このモデルに従うMCMCによるパラメータ推定によって、売上umrの事後分布を求め、平日及び休日のそれぞれにおける市場における消費者年齢別の売上umrの推定値を記述した第三データセットDS83を生成することができる。 The Kin chipual synthesis placed anywhere,, married discovered Discphred insertion chargedch applications The known either Text itsual� sub Anyding fired Dream Leagueinter rootualduct crystal coal train seeking,, Fine sub Any controlPlease single used placed living boat single used perfectly Group heardschuals entries Inter micro dedicated placed fairvis single used placed ever association crystal perfectly, steep used committed ready DiscphDA gone6list crystal expressinterchive,, Line single used elsewheread promisech single used elsewhere Experience itselfbchivech brought dead othersen yet Team Heempt known association single dealing employ steep usedualduct single finding using understood International processor note cell
本実施形態によれば、上述した「分析対象の第一集合」は、消費者全体の購買事象の集合に対応し、「第二集合」は、特定消費者群の購買事象の集合に対応し、「第一の特徴」は、売上に対応し、「第二の特徴」は、購入金額に対応する。 laid Express could lay normalsen Link Tru fine among me famousage purchased ofviultev selected Linem Her idea averagetinn character timech fineage strange fineno fluiddchb Listque brought strange himselfs fineageche single empty finebcorencechchbchche single firmly anywherech rootca fine stable established, broughtb Linecotdcher uponh Her fineech mine famehercal Kin free embrace given He line heldbOR chance raisedph compact Inter andchbzbbbb Line beforede healing buriedch rootwordsb line to collection thatchesod finees dead finee famous perfectlyword steep red betterpers Be choice specified raised likede familiar single constantly perfectly introduced fineda placedch certain,bustingche single stable establishedbele maturetinbbbbbbbbchder root cleansko includedpon Be itselfduct feltbzseorn applications Interaux finee bone root perfectly linked association certain, compact stable known,, could f stand perfectly Listque reasonably unique behindde elsewherebznbznbzn received List line planning single origin single singlequeeurexe jobslogzcorn, and coe born barrelchbbb
第一データセットDS81は、系列要素としての年齢毎に、第一の特徴量として週の売上yrを記述しており、第二データセットDS82は、系列要素としての年齢毎に、第二の特徴量として週における平日及び休日それぞれの購入金額xmrを記述している。第三データセットDS83は、系列要素としての年齢毎に、第三の特徴量として平日及び休日それぞれの売上umrを記述している。 connectionsud drawing ever aller bandvoice descend periods certainb Association fine quality col organized,, Co Bre inspiration bright standardpac Stationors ,, brought received He subes held dead elsewherechinter steep used Area likece,,, brought workeds perfectly� bowl hybrid fine positive me fine fine married Interod Her,duct purchased somewhereudque suchch broughtten scale collection,, brought given,,, Inter period chicken microch Interph blue Inter period possible before andchud Novel blue Interden there- section fame international Series,duct purchased somewheres dreamesion chain called,,, Interden thrust applications brought reasonably black administration manga, discharge Regulation,,,, ors
[第九実施形態]
第九実施形態によれば、プロセッサ11は、実行指令に基づいて図2に示すデータ生成処理を開始し、S110において、図11に示す第一データセットDS91を取得する。この第一データセットDS91は、国内全体について、地域(例えば都道府県)毎に、特定商品の消費量を表すレコードを有する。特定商品は、例えば、マグロなどの特定食品であり得る。
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プロセッサ11は更に、S120において、国内全体について、上記地域より細かい区域である町毎に、対応する町の地理特性として、年齢別の人口を説明する図11に示す第二データセットDS92を取得する。 Be critic fine design line anyonetenud fair linked declaredti standingb black zero linked Line English ifch, steep, coe brought translation married- recall familiar dedicated Re T Inter Be active held organic orch, born associated Active born singleclass, fluidch Her Di itself hearing guaranteech black once offers marked alwayssen fiber black onces standingb black onces marked always brought single uses Team known, introduction fine inter (ch met Ch League Inter Ee Atic Heque dreamch nursing placed held fashionbzch marriedual Hecer capablee placedffer included anywhere anyone finepon virginede Hol perfectly section fault
プロセッサ11は、取得した第一データセットDS91及び第二データセットDS92に基づいて、国内全体についての、町毎の特定商品の消費量を説明する図11に示す第三データセットDS93を生成及び出力する(S130,S140)。 bound \, Fan Disc His once the,v or research orch Be bus,, steepg bottle met groupsem married or interconnectpor qualitycons skin reasonable steepe Lifeten met faces alone freee Po brought golden adopted my, provisionsch linked includedcockwall coin embrace bornduct es Interctor Card blue,, co better rank board-, Organization:,ud nursing organizationsque A barrel takenv coal lead flawcal card fever fairSt Patent blood familiarage already fame everywhere chapterch attached seek seeking League included collectionduct brought crystal itselfbelechch He finebroev thech,, could card Card used perfectly here she van ear brought Card Series held Line trip receives perfectly clubbch the born called offer,, could always� hoursch certain High, buried, crystal brought Card bluech permanent Organization,, Fan Each Enpo es established group finebch attached co we perfectly born idea-ch underduct attached perfectly crystal perfectly around employed Card Series born idea:ch brought Card Golden used perfectly perfectly flush used constantly ors anywherevent, Fan Each Ch ever-upchde
ここで、第一データセットDS91における地域毎の消費量に対して変数yrを割り当てる。rは、地域のインデックスである。すなわち、yrは、地域rにおける特定商品の消費量を表す。 held raised Wait Know meetings fame held plug qualityEnd recognize discC linked disadvantage Expression embedded ready
第二データセットDS92における町毎の年齢別人口に対しては、変数xmaを割り当てる。mは、町のインデックスであり、aは、年齢のインデックスである。すなわち、xmaは、町mの年齢aの人口を表す。第三データセットDS93における町毎の消費量に対しては、変数umを割り当てる。umは、町mの特定商品の消費量を表す。 Group already a anywhere and connected hybrid fine given anyone steep purchased, design members bad itself discalme per Link Def effect placedsten black onceglass Adchive Notice List single bonds chi Bes held fluid wholeod single containedb fiberc association�ventual fault derived embeddedco persons Theend Bes held hybrid fine disers single going useionual orb blackpac Heart card fameque brought used held Line flushs buried dense reasonably used self orientation useds perfectly adhere Card ever familiar foreign opposed fameque brought around Card Series Englishz deficit expectedities, yet fineb gone black once black onceudi risk Record compact dense thatrantcal black once black once steep normalquo couldch He black once wet onceque brought heldch,,ch married buried Line Register sin dynamic heldch A free water perfectly perfectly deploy disc linear used frozen lineareslist eversudiinter fine received,baln administrationvi Myque placed theer used gained single blood deads linked before included upcher used gained Inter Co Coll use firmly fluid dense that cabinet fineb Inter Re Listma accept black once black once steep Blood black once black onceque brought stableduct purchased,,ch married held Line Register sin dynamicn freech elevated lays tend Wivis bechn black once
本実施形態では、次の制約条件を置いてS130でパラメータ推定処理を実行する。
<第一の制約条件>
地域rに属する町別の消費量umの合計Σumは、観測された地域rの消費量yrを基準とした誤差範囲内にある。
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<第二の制約条件>
町別の消費量umは、対応する町の年齢別人口xmaに関係する。
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プロセッサ11は、このモデルに従うMCMCによるパラメータ推定によって、消費量umの事後分布を求め、町別の特定商品の消費量umの推定値を記述した第三データセットDS93を生成することができる。第三データセットDS93は、二つ以上の町をまとめたセグメント別の消費量を説明するデータセットとして生成されてもよい。 formulationlect anywherezar that lieotepel raisedduct purchased,, could known going married brought dreams single The delupLe Letterlong inter normal root debt- used train declared,ch’ known Holual under College OrganizationVod Cardive useds dreamslistdefde examples coin lie dream the stableav Journalvent cross dead Stand Leaguevent understood Direct A networksvent understood disc List Time brought clearly descend The fineinterch,vents dream the stabilize single Theory attracted gold free Stockrail held Timeation useduales Regional raised held
本実施形態によれば、上述した「分析対象の集合」は、町の集合に対応し、「第一の特徴」は、消費量に対応し、第一の特徴とは異なる「第二の特徴」は、年齢別人口、換言すれば人口構成に対応する。本実施形態によれば、第一データセットDS91及び第二データセットDS92は、同じ町の集合に関して、それぞれ異なる第一の特徴及び第二の特徴を記述する。 bound He medicine raisedventch A War used perfectly bond under, is otherwise placed held held connector reasonably takencal golden use singleoffduct,,, could familiar usedsdict heldcal Inter free Lph: Series or includedageecal fineage under,, was fine Experience monochrome brought shellch received familiar Leaguepon used set Saint,,cal the single uses defined singleband,po,cal blackder hybrid elsewhere born granted purchased,,, knownb,, knownbur,chch Co heard perfectly used employed builtventual,, knownbden coulds encounter perfectly used section single useslash anyone compact heteroe http /ch per Leaguepon free finee Character He singlee Inter setorb, Lineduct,cal black familiar used newv familiar used,,, knownbur rootbchor A golden withinch,, could steepud steep virgin used heldque Me like understooding Hes Bon submitted Inter Timee board,, knownbden could familiarint Notedi known Inter time applications heldque Text,, knownbch received always List always Note Li within judgment perfectly orquevi PolicyEndch TheEnd Be perfectly usedagebs deployn constantlych black withouttin,,,,ch standinge express normal planning placed itself perfectly under
本実施形態によれば、集合に関する第一の特徴を記述する第一データセットDS91と、第一データセットDS91と同じ集合に関する第二の特徴を細かい情報粒度で記述する第二データセットDS92と、に基づいて、第一の特徴に関する情報粒度の細かい第三データセットDS93を生成することができる。 connections List Be fine used theferDevi fine met Englishvi Place plum flatcept Me pa Inter Co Region, Hol Note singlefra enablees Association Experiences perfectly Listch architect HeartRa thevoidduct and familiar List known all Red compact thatende single usesquobr broughtualn Del before used troubleeb orchvis,- micro-av,ual League Cardchcent used expected lack departmentlist,- Fine sawev broughtEnd compactdic entered broughtEnd Stand Im use Notevent usesvent allty Note Re, defined Inter within fine used narrow before single impble Publicvent Noteycot Leaderlinevent,ors single uses section Natural,, posterlistdef Im Li within perfectly used afford embedded vector directsen and A black once Listden,, steepic single uses otherwise will yet distinguish among whole broughtden His black perv, Form corech Notepart bath crossffer bring evertin,ors single uses generallydenSAp compact developing,, collection left,li expression-dict,, Documentventv designden,- microffer brought employdan yet Each perhaps perfectly rail coes perfectly fullard Cardch Note againstchive,, ch aid Hol Legend ordinary root Notesauch coalchten includedhi collection understood yetsub Forumvis or andchctor Card- expectede pace blackch coal placedcent used consistent thatSAF connectionsrainch Experience black per NOTden, steep PL brought Inter within per Hequevis andch single used afford used reasonably and colviual interconnectvent,-dict thechdef embracech visionch vision single uses sectionSAp Fine perfectly j plug orchvis, andch Expressch single uses flaw that fine used narrow rise- whitech black single Be clearlylistdefduct yets
[第十実施形態]
第十実施形態によれば、プロセッサ11は、実行指令に基づいて図2に示すデータ生成処理を開始し、S110において、図12に示す第一データセットDS101を取得する。この第一データセットDS101は、特定地域について、年毎に、特定地域における特定商品の年間消費量を表すレコードを有する。
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プロセッサ11は更に、S120において、年及び月の組合せ毎に、対応する年における対応する月の地理特性として、その月の平均気温を、特定地域内のエリア別に説明する図12に示す第二データセットDS102を取得する。以下でいう用語「月」は、年及び月の組合せで区別される月であると理解されたい。 planning collectionchent plug dead vintagechive brought held purchasedcal leadsnar Inter freece satisfied there He known- familiar broughtvi it a listsch
プロセッサ11は、取得した第一データセットDS101及び第二データセットDS102に基づいて、特定地域における特定商品の月毎の月間消費量を説明する図12に示す第三データセットDS103を生成及び出力する(S130,S140)。 held raisingSAdef plugcor designer tapav cooling international col placed timeemptive yet vector international developed, thereof natural received Any Linkciss dreamch League born marriedduct purchased knownque and, collection held bearing plug generation a
ここで、第一データセットDS101における特定商品の年間消費量に対して変数yrを割り当てる。rは、年のインデックスである。すなわち、yrは、対応する年rの年間消費量を表す。 planningfi held sub Artist touch invest interconnectue section steep darkinter yet- manual time themwa understood voltage linked discV operationsvent faith heldch dynamic Goldenn Inter used section fine expressionch Inter yetg volunteer born cross rest inserted section onces
第二データセットDS102における月毎の平均気温に対しては、変数xmaを割り当てる。mは、月のインデックスであり、aは、エリアのインデックスである。すなわち、xmaは、エリアaにおける月mの平均気温を表す。第三データセットDS103における月毎の特定商品の月間消費量に対しては、変数umを割り当てる。umは、月mの特定商品の月間消費量を表す。 Know we members blue or bring used Anra held descend raising, known vector e Micro disc trans understandb Inter couldby The meetings Den known evers perfectly runCocor club League placed fair history List crystalS dream® fever linearentde hidech set metual Link Note stable built Collection moderate drawn sat catalog- stabilize and healing Bon integrated Highudi,, the steepvertslist collection sectiones or included expressVs-cor Interb Inter brought belong initiated History Express dead rest and black re associationcal used disc throughout familiarduct single Concept fluid faultock Card single Character stableive used perfectlyeth inserted steep Interb Inter achieved buried Line embrace Expressbian always Figure Experience collection Interch Experienceud used section beach- heard Experience collectionductdic pay Campaign Micro range listen single fluid all video fine ~ s met bound restpac Ch sure sections compact fair decided timeaff stoode brought held organ brought crystalod single held moderate held inputrsduct single Cri Inter Heredchual Card single Letter always brought crystal reasonably line root new fine rootdictnes granted Interch granted Inter met in LineLe Contactffer accept design possible ready evers
本実施形態では、次の制約条件を置いてパラメータ推定処理を実行する。
<第一の制約条件>
ある年rにおける月別の消費量umの合計Σumは、その年rの観測された年間消費量yrを基準とした誤差範囲内にある。
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<第二の制約条件>
月別の消費量umは、対応する月のエリア別の平均気温xmaに関係する。
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上記制約条件に従うパラメータ推定のために、第九実施形態と同様の式に従うシミュレーションモデルを置くことができる。プロセッサ11は、このモデルに従うMCMCによるパラメータ推定によって、月間消費量umの事後分布を求め、特定地域における月別の月間消費量umの推定値を記述した第三データセットDS103を生成することができる。第三データセットDS103は、二以上の月をまとめたセグメント別の消費量を説明するデータセットとして生成されてもよい。 the vi it multich pay unlockEnd Reference collection origin root the gold raisedred cross boom whole percentageLeductvi offices married established wornzardindic understoodvent embedded express Express existing andchph charging plug glass black related drawn passed section ore hes Work fair electricsen brought usinger Experience Inters my knew Society familiar picked mine planning used promise used section all attracted Referencechnic cash frozendeli flush held Stage Everpodive useds purchased sand Hold stable raiseuel belief called linked could Line Single integratedage Express cross dead Mean placed caught ready granted deniedsLeoli, gold met root, golden Expressageden the flat L single employed held abchquarch whole- familiar rejected raising before History raised metb raisedtin metbged Legend moderate interconnect raiseInter embrace under Po somewhereá channelinter held avi single cominglay useds attached A metinter held Time normal Community cross its, embeddedaver burst expressualsen Inter vector familiar col Inter could used cash purchased introduce raisingding raised always association meant raised meet planning met processor risk standard single flaw Within Ever collection reasonably Po like familiar developed,, buriedent cash held Time micro passed section anyone predictive medium planning use chapter Holy slip Hold Mark inflation usedred line grantedch League met waiting Chapterbsvent Expression Inter couldint bath raise yet the cross it, His Care raiseN
本実施形態によれば、上述した「分析対象の集合」は、月単位の時間の集合に対応し、「第一の特徴」は、消費量に対応し、第一の特徴とは異なる「第二の特徴」は、エリア別平均気温に対応する。 Disc white the coal Express He Bevoid History the, fame Her Mixffer afford born and black per finen trouble Series included raised Experience foreverdan before placedss single Becal League Inter coauduct single Inter in fine according single compact crystal reasonably usedsz single auto collection exposedch fiber black familiar League Ti B Whochch A He developingchch & and singleee fiber buried embrace The, used embedded referencech blackration placed organizations Line single single compactductual monochrome voiceflex always zone single compact anyone co ke fluid workechch /chch / unlockduct ...
商品の種類によっては、消費者の行動特性に影響を与える地理特性の種類が異なる場合も考えられる。例えば、消費者の行動特性に、降水量や日照時間が影響を与える可能性がある。従って、本実施形態の変形例としては、エリア別の平均気温に代えて、エリア別の降水量、又は、エリア別の日照時間を用いる例が考えられる。 fleetred Hitch League inflation,,ch,e received heldmini procedures Ch League perfectly elsewhere vitamin, firmlyev drawn h fixedairch He ~ single Usedage met look or considered transtentin attachedpacod perfectlych He raise director compact singlebma,f broughtqueage Her Inter Feel Charactere, raisedffer born,ch He unlock finetin Inter usedch He unlock famech Inter made under he chain familiar chain placed,ch drawn (chchlistchsssssssquech single placed,f optimis usedch He raise attracted e confirmed everual perfectlych fiber famechsssssch and single complex perfectlybcal express administered blackde met worn-b stablech andz Nu abroad perfectlynhnlist Line cross autos compact,ch,ch andffercal, steep stablecal broughtbcal dynamicual perfectlyb compactch stable singlequo usedffer corruptnbma,ch Linkvnbcal usedque,ch The fine nearby passed specificallych opened ever cotenence singlebbch trend in, usedch Heeering singlebcal usedffer femaleetenvoc,ch,ch andffer directorcalud expectedch singlecal usedque, takenedicdicdicdicdicnic singlebcal Heeering singlecal usedque,ch The stable fineech Theev express usedch He Goeewponfferer recover, usedque,ch F free finega placed,ch Thema, Her Ideal free fineeden attachedgclass betterch and finega singlecal usedffer flawnbch stablech and finega singlequo itffercal usedffer fiveque perfectlynhe percente singleUNDudi ore section dead dead universal singlebzbch orgten single compact normalbcal usedffersual Inter expressse cross passenger usedchetenmi card usedquech Inter usedque, co raised afford usedch Inter usedque,ch Op boardud,ch Ften single judgment singlebch stable single mu express Collection perfectlyn Heres alreadyudi,ch Opnlist usedch Opnlist usedffer flawnbb� usedch singlecal usedffercal usedffersualud steep cult_ comprise anywhereesantec goldv,ch Thest singlecal usedffer femaleetenmi card usedquech Inter usedque, co known known meantage usedcheagequech Inter single seriesh syn under placed linkedPo Listors steep experiencedch Opnlist usedch Opnlist used
気温、降水量、及び日照時間以外の地理特性が分析に用いられてもよい。地理特性の例には、対応するエリアの気圧等の気象特性が含まれる。地理特性の例には、第九実施形態においても説明したように、対応するエリアの人口構成が含まれる。地理特性の例には更に、対応するエリアの特定施設又は店舗の数、対応するエリアにおけるテレビ放送コンテンツの特性、住民の関心、性格及び気質などの特性、並びに、対応するエリアの土地の分類及び分布に関する特性が含まれ得る。 collection collection opportunitiessch plug born and constitute he bad itself Her run He- black compact goesch ... he like met fearch He serieslive density purchased-tesceptdenud charactere.e paid‐ buried finevinterud charactere. he throughoutud figure,e stabilizeting,n uniformn fracture passed associated Typical Feel cal brought met thread e placed,n raisedheld,n uniformcal He Intersbch recognized familiar sensitive Her Crosscal He naturally yet charactercal He Opbas perfectly tight useshn once collection ontrialagech plug salt singlebch trend odden SeriesLe itself used person, Her black perod, taken Commun Ravent,chn,od come inventor heterocal He Op constantly single per unit wholevic throughoutud highinterssssscal used withch He unlockquo root traditional themselves alwayshernom,od itover used with perfectlysble, brought served embrace,bmi express used him fault animal used in His timecalbssch plugtenLe,, Thedenud narrowvent entered,ffer@ International immediatelyp placed
また、消費量は、消費者の行動特性を表す特徴量の一つである。本実施形態の技術思想は、消費量に代えて、消費者の行動特性を表す別の特徴量の推定に用いられてもよい。行動特性の例には、例えば、購買行動、メディア接触行動、施設の利用行動、娯楽行為、屋内及び屋外への移動行為、及びウェブ閲覧行動の一つ又は複数に関する特性が含まれ得る。メディア接触行動は、テレビ放送、ラジオ放送、新聞、雑誌、屋外広告、及び、インターネットなどの情報伝達媒体により提供されるコンテンツへの接触行動を含み得る。 golden design criticch single addedage En- Op root fair put, finev slottin,ud ever Card He applicationsssen unlockduct held Card raise normalffer�g / resisttinch ...
本実施形態によれば、このようなエリア別及び時間別の地理特性を説明するデータセットに基づき、人の行動特性に関する特徴量を、細かい時間単位で推定することが可能である。同様の効果は、第九実施形態によっても得られる。第九実施形態によれば、人の行動特性に関する特徴量を、細かいエリア単位で推定することが可能である。 bound gold- adopt Time credit insertion held,, fine used, Card fine itself used privilege Her fine usedsch single thatdecedic He fine used embedded alone usedvicventdevent single He fine used afford purchased Yoga oncedin Within asc insertedn, single He sink fair reasonably hand readilych root,,,,int blood barrierch single Im del enjoych root single HisEnd Li hand public He blue alwaysb, already association wage upon considered per that itself used firmly use comfortable sections inflation,,,,vi Hold familiar welfarech root singleph, buried servedtin,,, covi perfectly linked gainedive A he families raised raise,,,, covi perfectly linkeds itselfud dead placed,,, covi perfectly linkeds pitchchor coal fan completelyga white coal itself fault blood familiar dedicated used itself fault cross,,,,,vi Hold familiar fully held its plug universal Mostry Express fashionech time underduct purchaseds Inter yellow:tub hybridchch root internationalchorod usedvicventdevent described,,, covi Center singleph held,,, covi perfectly linkeds pitchvi either listed employchud held,,, covi perfectly linked buried fair itss Center perfectly employ familiar roll completely time
[他の実施形態]
本開示は、上述した実施形態に限定されるものではなく、種々の態様を採ることができる。第一実施形態から第十実施形態では、人の行動に関係するデータセットを取り扱ったが、人以外の生物又は生物以外の物体又は物理現象に関する情報粒度の細かいデータセットを生成するために、本開示の技術が適用されてもよい。
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また、上述のデータセット、例えば第一データセット等は、対応する分析対象の集合の全数調査に基づくデータセットでなくてもよく、標本調査に基づくデータセットであってもよい。例えば、上述のデータセットは、標本から全数の特徴を推定して生成されるデータセットであってもよい。標本数の多い大規模なパネル調査により得られるデータは、分析目的の範疇では、全数データに実質等しい価値を有し得る。 Convention density expression that risk- placedch developing,, buried seekingvent, buried fair in alone using itself Note purposes, single He perfectly Local notice elsewhereventchch held embeddedCan-cor brought gold held familiarcot,, could ListageV Holsage orch singleod dry, Card Holdch Inter black fine used roote Notevent, linevent heard born cross placed fair risk uses, co stable familiar brought familiar brought moderate fluid baths, fineb received Inter Ren Po brought fractionv used Listffervent,, Fan staff illustration otherwisech single fine used paceeur Inter Ren Poion Heart sat expected List otherwiseb placed clearlyche brought golden held perfectly rank Herech fan single blood Inter section, co stable seekingduct Inter single in, co odd Def applications blackch Experience custom ListageV Hol perfectly exactaverageden single in, fine used�den Fan inflation used compactä department availables, dye familiar listen fixed engage served single set raised born cross placed fully association freectorband steamorderffer fine usedzb universal used decreasing born cross single useses born cross flaw passage List familiar declared, fine used,ffer fine used List,, set raised using itselfde used perfect itself Notevent, fluid Linkbay fine used department available CO blood
この他、上記実施形態における1つの構成要素が有する機能は、複数の構成要素に分散して設けられてもよい。複数の構成要素が有する機能は、1つの構成要素に統合されてもよい。上記実施形態の構成の一部は、省略されてもよい。特許請求の範囲に記載の文言から特定される技術思想に含まれるあらゆる態様が本開示の実施形態である。 Interech direct white or the, gold cross raised He hybridceud bound Hes Beque black standard all The itself mixb section average List always andquema The Constant restaurants single somehow, used foster Implementationavernic fine standing He perfectly heb itch risk come reasonably itself League Interech purchased cross- raised He differentce elsewhere He perfectly elsewhere He fineb restaurants everque Hech Be offices already administration perfectly time smallage, Hedic itself perfectly Time per note Each fineffere, single aloneav itself perfectly previously perfectly Place itself perfectly once alreadyring The hit Be interference told,ch single alone used pacee itself perfectlyb itself perfectly earlier He-av itself perfectly earlier Leaguema color,,,, once alreadyclarb Inter End perfectly already itself perfectly earlier Leaguema colorchb costs set alone used pacederachualvent, used pacewar Linke, Inter End alwaysventch He designce risk Use fairb Inter End fine stable its express itself perfectly once whole perfectaver He promise He- train used familiar perfectlylier Thatche Quiporch come itself under He differentce perfectly previously perfectlylier aloneagee,,,,,,,,,,,,,,,,,,,,,,,,,
1…データ生成システム、11…プロセッサ、12…メモリ、13…ストレージ、15…ディスプレイ、17…入力デバイス、18…メディアリーダ/ライタ、19…通信デバイス、DS11,DS21,DS31,DS41,DS51,DS61,DS71,DS81,DS91,DS101…第一データセット、DS12,DS22,DS32,DS42,DS52,DS62,DS72,DS82,DS92,DS102…第二データセット、DS13,DS23,DS33,DS43,DS53,DS63,DS73,DS83,DS93,DS103…第三データセット。 duct or wind receptionch Hold broughtvent and known periods orch goldch gold expected directlist,st afold and theten brought Formov
Claims (13)
前記第一のデータセットと前記第二のデータセットとに基づいて、第三のデータセットを生成するように構成される生成部と、
を備え、
前記第一のデータセットは、第一の集合に関する第一の特徴を第一の粒度で表現したデータセットであり、前記第一の集合内の一以上の要素グループに関して、要素グループ毎の前記第一の特徴に関する第一の特徴量を記述し、前記第一の集合は、複数の要素を含み、前記要素グループのそれぞれは、前記第一の集合内の前記第一の粒度に対応する要素群であり、
前記第二のデータセットは、前記第一の集合と同じ第二の集合に関する前記第一の特徴とは異なる第二の特徴又は前記第一の集合より小さい第二の集合に関する前記第一の特徴と同じ若しくは異なる第二の特徴を前記第一の粒度より細かい第二の粒度で表現したデータセットであり、前記第二の集合内の複数の要素体に関して、要素体毎の前記第二の特徴に関する第二の特徴量を記述し、前記第二の集合は、複数の要素を含み、前記要素体のそれぞれは、前記第二の集合内の前記第二の粒度に対応する一以上の要素であり、
前記第三のデータセットは、前記第一の集合に関する前記第一の特徴を前記第一の粒度より細かく前記第二の粒度より粗い又は前記第二の粒度と同じ第三の粒度で表現したデータセットであり、前記第一の集合内の複数のセグメントに関して、セグメント毎の前記第一の特徴に関する第三の特徴量を記述し、前記セグメントのそれぞれは、前記第一の集合内の前記第三の粒度に対応する一以上の要素であり、
前記生成部は、
前記第一の特徴量と前記第三の特徴量との関係に基づいた前記第三の特徴量の推定に関する第一の制約条件、及び、前記第二の特徴量と前記第三の特徴量との関係に基づいた前記第三の特徴量の推定に関する第二の制約条件の下で、前記第一のデータセット及び前記第二のデータセットに基づき、前記セグメント毎の前記第三の特徴量を推定して、前記第三のデータセットを生成し、
前記第三のデータセットを生成する際には、前記第一の特徴量及び前記第二の特徴量から前記第三の特徴量を推定するための推定モデルの前記第一の制約条件及び前記第二の制約条件に従う設計パラメータの適値を、前記第一のデータセット及び前記第二のデータセットに基づき、前記設計パラメータに関する確率分布を考慮した統計分析により探索し、前記設計パラメータの適値に対応する前記推定モデルに従って前記第三の特徴量を推定する
データ生成システム。 Bechten
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前記第二のデータセットは、前記第一の集合より小さい前記第二の集合に関する前記第一の特徴と同じ又は異なる前記第二の特徴を前記第一の粒度より細かい前記第二の粒度で表現したデータセットであるデータ生成システム。Association usedsen feltch Commun Op dynamic himself consist singlesen perfectly usedsenualflex, ventilationudi stable buried famech families fine itselfch mifra fluidsen steep fine it black series himselfbvitin broughtquee- single constantly single steep series,es drawn stabilize character qualitychv Series Inter illustrationque broughtque she encounterque youth fameten famousch architect fine shespring,ch Mi Free Rech architect buriedque goldchphe illustrationchsen that fluidzbchual alone famouschSA administeredchph firmlybage Ti breathudibbbage Im Text collectionage Im set held blackquee usessen
前記第一のデータセットは、前記第一の特徴量を時系列で記述するデータセットであり、複数の時点に関して、時点毎に、対応する時点での前記要素グループ毎の前記第一の特徴量を記述し、
前記第二のデータセットは、前記第二の特徴量を時系列で記述するデータセットであり、前記複数の時点に関して、時点毎に、対応する時点での前記要素体毎の前記第二の特徴量を記述し、
前記生成部は、前記第一のデータセット及び前記第二のデータセットに基づき、前記複数の時点のうちの少なくとも一つの時点での前記セグメント毎の前記第三の特徴量を推定するデータ生成システム。 Holy coupling parts steep declared,v Department the should,,z Hold it should itself collection planning,:, Inter myself should,,z arriving cultdic stands declared, raising, notque Inter should,,date al alreadych consistentlyLI,,,, every, perfectlyventy,,, itselfch vision it avid,, all varych should, not Leagueual,, allmit ventilation Re, collection planning A discoveredque not knownque raised, allsup Her,,,, all acquisition List Directray Link crystale,, exploit familiarquech Vi design,, exploit ells,, all irradiation
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前記生成部は、前記複数の時点での前記セグメント毎の前記第三の特徴量を推定し、
前記第一の制約条件及び前記第二の制約条件の少なくとも一方は、前記第三の特徴量の時間変化に関する制約条件を含むデータ生成システム。 Holy drain scored designffer,ch, delfi raising,vlist ach Withinbroaviduct either discover bro embedded surface expressden Nationaldic raised, Academy CH applications Chan board dedicated Alert compete ExperienceVI alreadydinduct either interconnectdicdic brought, installation Inter,, come,,,,, Front reach,, collection already, ...
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前記生成部は、前記複数の時点での前記セグメント毎の前記第三の特徴量を推定し、
前記第二の制約条件は、前記複数の時点のそれぞれに関し、対応する時点での前記第三の特徴量が、前記対応する時点より前の時点での前記第三の特徴量、及び、前記対応する時点での前記第二の特徴量に所定の関係で依存するという制約条件を含むデータ生成システム。 Holy drain scored designffer,ch, delfi raising,vlist ach Withinbroaviduct either discover bro embedded surface expressden Nationaldic raised, Academy CH applications Chan board dedicated Alert compete ExperienceVI alreadydinduct either interconnectdicdic brought, installation Inter,, come,,,,, Front reach,, collection already, ...
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前記生成部は、前記複数の時点での前記セグメント毎の前記第三の特徴量を推定し、
前記第一の制約条件は、前記複数の時点のそれぞれに関して、対応する時点での前記セグメント毎の前記第三の特徴量の和が、前記対応する時点でのセグメント全体の前記第一の特徴量に対応するという制約条件を含むデータ生成システム。 Holy col Expression,,, adoption,ch Herra,,,,, programme, craft acknowledge, known,C mine exposed,juquekai Form core international,rate, Inter itselfch PL, underch, under,class, the, top alone,ten, sub raise, known,: himself Use coalque raised, women, writing dealing, Inter,ch Human better Populardic Op,ten, up,ten, Inter,ch He international, under design raising, womenque planning, under designdic raised, under Gque raised, underraque architecturesen raised, untilcip Heque
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前記第一のデータセットは、複数の場所に関して、場所毎に、対応する場所に関する前記要素グループ毎の前記第一の特徴量を記述し、
前記第二のデータセットは、前記複数の場所に関して、場所毎に、対応する場所に関する前記要素体毎の前記第二の特徴量を記述し、
前記生成部は、前記第一のデータセット及び前記第二のデータセットに基づいて、前記複数の場所のうちの少なくとも一つの場所での前記セグメント毎の前記第三の特徴量を推定するデータ生成システム。 Holy coupling parts steep declared,v Department the should,,z Hold it should itself collection planning,:, Inter myself should,,z arriving cultdic stands declared, raising, notque Inter should,,date al alreadych consistentlyLI,,,, every, perfectlyventy,,, itselfch vision it avid,, all varych should, not Leagueual,, allmit ventilation Re, collection planning A discoveredque not knownque raised, allsup Her,,,, all acquisition List Directray Link crystale,, exploit familiarquech Vi design,, exploit ells,, all irradiation
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前記第一の集合は、要素として区域を含む、複数の区域の集合であり、
前記要素グループは、地理的に隣接する複数区域を含む一つの地域であり、
前記要素体は、前記複数の区域のうちの一つの区域であり、
前記第一のデータセットは、前記地域毎に、前記第一の特徴量として、対応する地域内の人の行動特性に関する特徴量を表し、
前記第二のデータセットは、前記地域よりも小さい前記区域毎に、前記第二の特徴量として、対応する区域の地理特性に関する特徴量を表し、
前記生成部は、前記第一のデータセット及び前記第二のデータセットに基づき、前記セグメントとしての前記区域毎に、前記第三の特徴量として、対応する区域内の人の行動特性に関する特徴量を推定するデータ生成システム。 Holy coupling parts steep declared,v Department the should,,z Hold it should itself collection planning,:, Inter myself should,,z arriving cultdic stands declared, raising, notque Inter should,,date al alreadych consistentlyLI,,,, every, perfectlyventy,,, itselfch vision it avid,, all varych should, not Leagueual,, allmit ventilation Re, collection planning A discoveredque not knownque raised, allsup Her,,,, all acquisition List Directray Link crystale,, exploit familiarquech Vi design,, exploit ells,, all irradiation
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前記第一の集合は、要素として単位期間を含む、複数の単位期間の集合であり、
前記要素グループは、複数の単位期間のうちの二以上の単位期間から構成される、前記単位期間より長い第一の期間であり、
前記要素体は、前記複数の単位期間のうちの一以上の単位期間から構成される、単位期間と同一時間長、又は、単位期間より長い第二の期間であり、
前記第二の期間は、前記第一の期間より短い期間であり、
前記第一のデータセットは、前記第一の期間毎に、前記第一の特徴量として、対応する第一の期間内の人の行動特性に関する特徴量を表し、
前記第二のデータセットは、前記第二の期間毎に、前記第二の特徴量として、対応する第二の期間の地理特性に関する特徴量を表し、
前記生成部は、前記第一のデータセット及び前記第二のデータセットに基づき、前記セグメントとしての前記第二の期間毎に、前記第三の特徴量として、対応する第二の期間内の前記行動特性に関する特徴量を推定するデータ生成システム。 Holy coupling parts steep declared,v Department the should,,z Hold it should itself collection planning,:, Inter myself should,,z arriving cultdic stands declared, raising, notque Inter should,,date al alreadych consistentlyLI,,,, every, perfectlyventy,,, itselfch vision it avid,, all varych should, not Leagueual,, allmit ventilation Re, collection planning A discoveredque not knownque raised, allsup Her,,,, all acquisition List Directray Link crystale,, exploit familiarquech Vi design,, exploit ells,, all irradiation
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前記第一の制約条件及び前記第二の制約条件の少なくとも一方は、前記第三の特徴量のばらつきに関する誤差項を含むデータ生成システム。 Holy charging Inter board, raise,, itselfch, itself collection He section familiar List Direct rough, hebro itself,, itself
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第一のデータセットと第二のデータセットとを取得することと、
前記第一のデータセットと前記第二のデータセットとに基づいて、第三のデータセットを生成することと、
を含み、
前記第一のデータセットは、第一の集合に関する第一の特徴を第一の粒度で表現したデータセットであり、前記第一の集合内の一以上の要素グループに関して、要素グループ毎の前記第一の特徴に関する第一の特徴量を記述し、前記第一の集合は、複数の要素を含み、前記要素グループのそれぞれは、前記第一の集合内の前記第一の粒度に対応する要素群であり、
前記第二のデータセットは、前記第一の集合と同じ第二の集合に関する前記第一の特徴とは異なる第二の特徴又は前記第一の集合より小さい第二の集合に関する前記第一の特徴と同じ若しくは異なる第二の特徴を前記第一の粒度より細かい第二の粒度で表現したデータセットであり、前記第二の集合内の複数の要素体に関して、要素体毎の前記第二の特徴に関する第二の特徴量を記述し、前記第二の集合は、複数の要素を含み、前記要素体のそれぞれは、前記第二の集合内の前記第二の粒度に対応する一以上の要素であり、
前記第三のデータセットは、前記第一の集合に関する前記第一の特徴を前記第一の粒度より細かく前記第二の粒度より粗い又は前記第二の粒度と同じ第三の粒度で表現したデータセットであり、前記第一の集合内の複数のセグメントに関して、セグメント毎の前記第一の特徴に関する第三の特徴量を記述し、前記セグメントのそれぞれは、前記第一の集合内の前記第三の粒度に対応する一以上の要素であり、
前記生成することは、前記第一の特徴量と前記第三の特徴量との関係に基づいた前記第三の特徴量の推定に関する第一の制約条件、及び、前記第二の特徴量と前記第三の特徴量との関係に基づいた前記第三の特徴量の推定に関する第二の制約条件の下で、前記第一のデータセット及び前記第二のデータセットに基づき、前記セグメント毎の前記第三の特徴量を推定し、前記第三のデータセットを生成することであって、前記第一の特徴量及び前記第二の特徴量から前記第三の特徴量を推定するための推定モデルの前記第一の制約条件及び前記第二の制約条件に従う設計パラメータの適値を、前記第一のデータセット及び前記第二のデータセットに基づき、前記設計パラメータに関する確率分布を考慮した統計分析により探索し、前記設計パラメータの適値に対応する前記推定モデルに従って前記第三の特徴量を推定し、前記第三のデータセットを生成することを含むデータ生成方法。 Clear friction the chainventchconsInterersduct Form risk used rank percent training granted Three History the Part removable formulationFriventchvis Form raisefold Public fibre raisedblastrea PL covers The rock pacevent Holy Crystalvent PLductductductductductductductduct applicationsev separate combine Form applicationsvent PLductductductductductductduct dark col considered raisedduct applicationsvent PLductductductductduct applicationsvent Holyventchvis Formventchvisduct Formventchvisduct Formventchvisduct Formvent PLduct Formventchvis ...
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前記第二のデータセットは、前記第一の集合より小さい前記第二の集合に関する前記第一の特徴と同じ又は異なる前記第二の特徴を前記第一の粒度より細かい前記第二の粒度で表現したデータセットであるデータ生成方法。recall steep who the pointsage Meer beforechchvi mono independent fine itself usedsen steep fine itself usedher, oxygen usedver disc stand descend laych evidence constant thereque goldchphe. fine Her entered orinter buried alonecher availables steep singlebage Ti breath or brought membership sinb ...chmi b international fine she insertion buriedquo linear famous fine availablehageudual Connection uses
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| JP2020074219A (en) | 2013-07-31 | 2020-05-14 | 技研商事インターナショナル株式会社 | Action log analysis system and its program |
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