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Variational Bayesian Inference with Stochastic Search John Paisley1 jpaisley@berkeley.edu David M. Blei3 blei@cs.princeton.edu Michael I. Jordan1,2 jordan@eecs.berkeley.edu 1 Department of EECS, 2 Department of Statistics, UC Berkeley 3 Department of Computer Science, Princeton University Abstract Mean-field variational inference is a method for approximate Bayesian posterior inference. It approxi
People Professor: Michael Jordan (jordan@cs.berkeley.edu) Office: 401 Evans, 2-8660; 731 Soda, 2-3806 Office hours: Tues, 3-4 (401 Evans); Thurs 1-2 (731 Soda) TA: Chao Chen (chenchao@stat.berkeley.edu) Office: 385 Evans Office hours: Mon, 1-2; Weds, 1-2 Course Description: This course will provide an introduction to advanced statistical and computational methods for the modeling of complex, multi
Nonparametric Bayesian methods (Dirichlet processes) Lecturer: Kurt Miller Date: Nov 19 [Lecture slides] References There are numerous references on Bayesian methods and Markov Chain Monte Carlo (MCMC) techniques. Three useful textbooks are: Bayesian Data Analaysis. Gelman, Carlin, Stern, Rubin. The Bayesian Choice. Robert. Monte Carlo Statistical Methods. Robert, Casella. Unfortunately, there cur
Stat 260/CS 294 Bayesian Modeling and Inference Prof. Michael Jordan Monday and Wednesday, 1:30-3:00, 330 Evans Spring 2010 Announcements 4/28: Homework 5 is due on May 5th at 5pm. Hardcopies only accepted; they should be placed in the box outside my office door (427 Evans). 4/22: On problem 1 in Homework 5, you can assume that the kernel satisfies detailed balance. 4/21: The due date for the fina
header.tex Introduction [ps] [pdf] Maximal margin classification [ps] [pdf] Introduction to kernels [ps] [pdf] Ridge regression and kernels [ps] [pdf] Properties of kernels [ps] [pdf] Soft-margin SVM, sparseness [ps] [pdf] Regression, the SVD and PCA [ps] [pdf] Kernel PCA and kernel CCA Incomplete Cholesky decomposition [ps] [pdf] ANOVA kernels and diffusion kernels [ps] [pdf] String kernels and m
Directeur de Recherche Inria and l'Ecole Normale Supérieure, Paris, France Pehong Chen Distinguished Professor Emeritus Department of EECS Department of Statistics CLIMB Center Berkeley AI Research Lab Sky Computing University of California, Berkeley Email: jordan@cs.berkeley.edu Address: 387 Soda Hall #1776 University of California Berkeley, CA 94720-1776 Grants Administrator: Judy Tam jtam@erso.
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