Taku Kudo

[English | Japanese]

Profile

Name

Taku Kudo

Picture

At Hokkaido

Things Hooked on Recently

Playing guitar and uklele

Research Topics

• Statistical Natural Language Processing
• Statistical Parsing, Statistical Dependency Analysis, Chunking, Morphological Analysis
• Machine Learning (Support Vector Machines, Boosting, or other Maximal Margin Classifiers)
• Data Mining, Text Mining

Publications

• Taku Kudo, Toshiyuki Hanaoka, Jun Mukai, Yusuke Tabata, and Hiroyuki Komatsu (2011)
  Efficient dictionary and language model compression for input method editors, WTIM 2011 [PDF]
• Taku Kudo, Jun Suzuki, Hideki Isozaki (2005)
  Boosting-based parse reranking with subtree features, ACL 2005 [PDF]
• Taku Kudo, Eisaku Maeda, Yuji Matsumoto (2004)
  An Application of Boosting to Graph Classification, NIPS 2004 [PDF]
• Taku Kudo, Yuji Matsumoto (2004)
  A Boosting Algorithm for Classification of Semi-Structured Text, EMNLP 2004 (to appear) [PDF] [PPT (slide)]
• Taku Kudo, Kaoru Yamamoto, Yuji Matsumoto (2004)
  Appliying Conditional Random Fields to Japanese Morphological Analysis, EMNLP 2004 (to appear) [PDF] [PPT (slide)]
• Taku Kudo, Yuji Matsumoto (2004)
  A Boosting Algorithm for Classification of Semi-Structured Text, EMNLP 2004 (to appear) [PDF] [PPT (slide)]
• Taku Kudo, Yuji Matsumoto (2003)
  Fast Methods for Kernel-based Text Analysis, ACL 2003 (to appear) [PDF] [PPT (slide)]
• Taku Kudo, Yuji Matsumoto (2002)
  Japanese Dependency Analyisis using Cascaded Chunking, CONLL 2002 in TAIPEI [PDF] [PPT (slide)]
• Taku kudo, Yuji Matsumoto (2001)
  Chunking with Support Vector Machines, NAACL 2001 [PDF] [PDF (slide)]
• Taku kudo, Yuji Matsumoto (2000)
  Japanese Dependency Analysis Based on Support Vector Machines, EMNLP/VLC 2000 [PDF] [PDF (slide)]
• Taku kudo, Yuji Matsumoto (2000)
  Use of Support Vector Learning for Chunk Identification, CoNLL-2000 [Postscript]

Software

• TinySVM (SVMs package)
• YamCha (SVMs-based Chunker)
• CRF++ (CRF-based Chunker)
• CaboCha (Japanese Dependency Structure Analyzer (Japanese))
• Darts (Double Array pacakge (Japanese))
• FREQT (Frequent tree miner)
• BACT (A Boosting algorithm for classification of trees, which is used in our paper on EMNLP2004-1.
• PrefixSpan (sequential pattern minier)

Miscellaneous

• Diary (Japanese only)
• Album

Links

• Machine Learning
  • Kernel Machine Website
  • SVM Application List
  • A book for SVM
  • http://www.clrc.rhbnc.ac.uk/
  • Support Vectors and Kernel Methods
  • SVM_Light
  • ICA - CNL
  • Publications on Kernel Method
  • Alex J. Smola
  • Bernhard Schölkopf
• NLP
  • NP chunking
  • chunking
• Other Useful site
  • Research Index
  • matsu-lab paper/book search