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Estimation theory / Gamma distribution / Conjugate prior / Exponential family / Marginal likelihood / Delta method / Sufficient statistic / Kullback–Leibler divergence / Expectation–maximization algorithm / Statistics / Statistical theory / Bayesian statistics


Journal of Machine Learning Research[removed]1031 Submitted 9/12; Revised 1/13; Published 4/13 Variational Inference in Nonconjugate Models Chong Wang
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Document Date: 2013-06-14 05:31:44


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Infer.NET / Xing / /

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Jordan / /

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Company Expansion / /

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EDU Machine Learning Department Carnegie Mellon University / /

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coordinate ascent algorithm / coordinate ascent algorithms / nonparametric variational inference algorithm / message passing algorithm / variational inference algorithm / coordinate-ascent optimization algorithm / software tools / variational optimization algorithm / variational inference approach using stochastic search / variational algorithms / computing / derived algorithm / generic variational inference algorithms / variational inference algorithms / /

Organization

EDU Machine Learning Department Carnegie Mellon University Pittsburgh / EDU Department of Computer Science Princeton University Princeton / /

Person

Clinton / VIBES / Chong Wang / David M. Blei / Neil Lawrence Abstract Mean-field / /

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dynamic topic model / Editor / specific model at hand / Bishop / correlated topic model / /

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Laplace / /

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Pennsylvania / /

PublishedMedium

Journal of Machine Learning Research / /

Technology

variational inference algorithm / coordinate-ascent optimization algorithm / easily derived algorithm / coordinate ascent algorithms / two variational inference algorithms / existing algorithms / message passing algorithm / Machine Learning / nonparametric variational inference algorithm / coordinate ascent algorithm / generic variational inference algorithms / variational optimization algorithm / /

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