Variational Bayesian methods

Results: 181



#Item
91Economic model / Latent Dirichlet allocation / Bayesian statistics / Statistical natural language processing / Variational Bayesian methods

How They Vote: Issue-Adjusted Models of Legislative Behavior Sean M. Gerrish∗ Department of Computer Science Princeton University

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Source URL: www.cs.columbia.edu

Language: English - Date: 2015-03-12 00:16:21
92Bayesian statistics / Graph theory / Statistical natural language processing / Variational Bayesian methods / Perplexity / Community structure / Degree distribution / Pruning / Latent Dirichlet allocation / Statistics / Networks / Mathematics

Efficient Online Inference for Bayesian Nonparametric Relational Models Dae Il Kim1 , Prem Gopalan2 , David M. Blei2 , and Erik B. Sudderth1 1 2

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Source URL: www.cs.columbia.edu

Language: English - Date: 2015-03-12 00:16:22
93Electronic engineering / Estimation theory / Linear filters / Bayesian statistics / Markov models / Kalman filter / Variational Bayesian methods / Calculus of variations / Robot control / Statistics / Control theory

A Filtering Approach to Stochastic Variational Inference David M. Blei Department of Statistics Department of Computer Science Colombia University

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Source URL: www.cs.columbia.edu

Language: English - Date: 2015-03-12 00:16:22
94Latent Dirichlet allocation / Dynamic topic model / Variational Bayesian methods / Topic model / Hidden Markov model / Calculus of variations / Mixture model / Bayesian inference / Dirichlet process / Statistics / Statistical natural language processing / Bayesian statistics

Online Variational Inference for the Hierarchical Dirichlet Process Chong Wang John Paisley David M. Blei Computer Science Department, Princeton University

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Source URL: www.cs.columbia.edu

Language: English - Date: 2015-03-12 00:16:23
95Statistical inference / Statistical theory / Variational Bayesian methods / Latent Dirichlet allocation / Gamma distribution / Dirichlet process / Mixture model / Normal distribution / Gamma function / Statistics / Bayesian statistics / Statistical natural language processing

The Discrete Infinite Logistic Normal Distribution for Mixed-Membership Modeling John Paisley, Chong Wang and David Blei Department of Computer Science, Princeton University {jpaisley,chongw,blei}@princeton.edu

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Source URL: www.cs.columbia.edu

Language: English - Date: 2015-03-12 00:16:22
96Markov models / Bayesian statistics / Latent Dirichlet allocation / Expectation–maximization algorithm / Variational Bayesian methods / Markov chain / Topic model / Statistics / Machine learning / Statistical natural language processing

Online Learning for Latent Dirichlet Allocation David M. Blei Department of Computer Science Princeton University Princeton, NJ

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Source URL: www.cs.princeton.edu

Language: English - Date: 2011-01-13 06:22:07
97Bayesian statistics / Probability theory / Science / Variational Bayesian methods / Variational message passing / Marginal likelihood / Dirichlet process / Variational method / Delta method / Statistics / Estimation theory / Logic

Variational Bayesian Inference with Stochastic Search John Paisley1 David M. Blei3 Michael I. Jordan1,2 1

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Source URL: www.cs.columbia.edu

Language: English - Date: 2015-03-12 00:16:22
98Dirichlet process / Latent Dirichlet allocation / Mixture model / Bayesian inference / Importance sampling / Inference / Conjugate prior / Hierarchical Bayes model / Dirichlet distribution / Statistics / Bayesian statistics / Variational Bayesian methods

Truncation-free Stochastic Variational Inference for Bayesian Nonparametric Models Chong Wang⇤ Machine Learning Department Carnegie Mellon University [removed]

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Source URL: www.cs.columbia.edu

Language: English - Date: 2015-03-12 00:16:23
99Bayesian statistics / Statistical models / Latent Dirichlet allocation / Variational Bayesian methods / Expectation–maximization algorithm / Mixture model / Probabilistic latent semantic analysis / Dirichlet process / Latent semantic analysis / Statistics / Statistical natural language processing / Natural language processing

Relative Performance Guarantees for Approximate Inference in Latent Dirichlet Allocation Indraneel Mukherjee David M. Blei

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Source URL: www.cs.columbia.edu

Language: English - Date: 2015-03-12 00:16:22
100Poisson distribution / Variational method / Normal distribution / Divergence / Beta distribution / Bayesian inference / Statistics / Bayesian statistics / Variational Bayesian methods

Variational Inference for Stick-Breaking Beta Process Priors John Paisley1 [removed] Lawrence Carin2 [removed]

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Source URL: www.cs.columbia.edu

Language: English - Date: 2015-03-12 00:16:22
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