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Aspect and sentiment unification model for online review analysis Yohan Jo, Alice H Oh |
Comparing twitter and traditional media using topic models Wayne Xin Zhao, Jing Jiang, Jianshu Weng, Jing He, Ee-Peng Lim, Hongfei Yan, Xiaoming Li |
FACTORIE - is a toolkit for deployable probabilistic modeling, implemented as a software library in Scala. It provides its users with a succinct language for creating relational factor graphs, estimating parameters and performing inference.
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High-reproducibility and high-accuracy method for automated topic classification Lancichinetti A, Sirer MI, Wang JX, Acuna D, Körding K, Amaral LAN |
Latent dirichlet allocation David M Blei, Andrew Y Ng, Michael I Jordan |
Latent Semantic Indexing (LSI) and Singular Value Decomposition (SVD) tutorial Prabhaker Raghavan, Christopher Manning , Thomas Hoffmann - Adapted from Lectures by Prabhaker Raghavan, Christopher Manning and Thomas Hoffmann
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Pachinko allocation: DAG-structured mixture models of topic correlations Wei Li, Andrew McCallum |
Probabilistic author-topic models for information discovery Mark Steyvers, Padhraic Smyth, Michal Rosen-Zvi, Thomas Griffiths |
Probabilistic latent semantic indexing Thomas Hofmann |
Probabilistic topic models David Blei |
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