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Variational Bayesian inference and (collapsed) Gibbs sampling are the two important classes of inference algorithms for Bayesian networks. Both have their advantages and disadvant...

Max Welling, Yee Whye Teh, Bert Kappen

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UAI
2004

93views Artificial Intelligence» more UAI 2004»

The Author-Topic Model for Authors and Documents

14 years 11 months ago

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Michal Rosen-Zvi, Thomas L. Griffiths, Mark Steyve...

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ICASSP
2010
IEEE

137views Signal Processing» more ICASSP 2010»

Latent topic modeling of word vicinity information for speech recognition

14 years 9 months ago

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Kuan-Yu Chen, Hsuan-Sheng Chiu, Berlin Chen

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BMCBI
2006

130views more BMCBI 2006»

Identifying biological concepts from a protein-related corpus with a probabilistic topic model

14 years 9 months ago

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Background: Biomedical literature, e.g., MEDLINE, contains a wealth of knowledge regarding functions of proteins. Major recurring biological concepts within such text corpora repr...

Bin Zheng, David C. McLean Jr, Xinghua Lu

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