http://www.cs.ubc.ca/~murphyk/bayes/bayes.html directed graphical model が中心だけど、 undirected model の文献紹介もある。graphical models な講義 10-708 Probabilistic Graphical Models, Fall 2006 EE512 Algorithms for Graphical Models (AGM)…

http://www.cs.wisc.edu/~jerryzhu/pub/wsme-csl-00.pdf 長距離言語モデルの代表選手の一つ。

http://research.microsoft.com/~meek/Factorization of discrete probability distributions 対数線形モデルとマルコフ確率場の等価性をあたえた Hammersley-Clifford theorem の拡張 Collaborative filteringついでに。 Hammersley-Clifford theorem は原…

http://research.microsoft.com/users/znie/icml2005_2d-crf.pdf However, as the information on a Web page is two-dimensionally laid out, previous linear-chain CRFs have their limitations for Web information extraction.