Variational Bayesian methods

Results: 181



#Item
131Bayesian 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.princeton.edu

Language: English - Date: 2013-12-05 16:49:22
132Estimation theory / Statistical models / Statistical theory / Variational Bayesian methods / Probability theory / Conjugate prior / Mixture model / Marginal likelihood / Kullback–Leibler divergence / Statistics / Bayesian statistics / Probability and statistics

Nonparametric Variational Inference Samuel J. Gershman [removed] Department of Psychology, Princeton University, Green Hall, Princeton, NJ[removed]USA Matthew D. Hoffman

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Source URL: www.cs.princeton.edu

Language: English - Date: 2012-06-05 15:28:29
133Bayesian statistics / Latent Dirichlet allocation / Expectation–maximization algorithm / Variational Bayesian methods / Gibbs sampling / Dirichlet distribution / Topic model / Markov chain Monte Carlo / Markov chain / Statistics / Statistical natural language processing / Markov models

Sparse stochastic inference for latent Dirichlet allocation David Mimno [removed] Princeton U., Dept. of Computer Science, 35 Olden St., Princeton, NJ 08540, USA Matthew D. Hoffman

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Source URL: www.cs.princeton.edu

Language: English - Date: 2012-06-05 15:28:29
134Bayesian probability / Latent Dirichlet allocation / Variational Bayesian methods / Bayesian inference / Entailment / Inference / Topic model / Principle of maximum entropy / Statistics / Logic / Bayesian statistics

Robust RegBayes: Selectively Incorporating First-Order Logic Domain Knowledge into Bayesian Models

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Source URL: jmlr.org

Language: English - Date: 2014-02-16 19:30:21
135Statistical 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.princeton.edu

Language: English - Date: 2011-05-12 14:11:18
136Variational Bayesian methods / Mixture model / Poisson distribution / Collaborative filtering / Dirichlet process / Bayesian inference / Recommender system / Gamma distribution / Markov chain / Statistics / Bayesian statistics / Expectation–maximization algorithm

Bayesian Nonparametric Poisson Factorization for Recommendation Systems Prem Gopalan Princeton University

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Source URL: www.cs.princeton.edu

Language: English - Date: 2014-03-17 12:44:23
137Variational Bayesian methods / Statistical models / Expectation–maximization algorithm / Dirichlet process / Gibbs sampling / Mixture model / Bayesian inference / Exponential family / Kullback–Leibler divergence / Statistics / Bayesian statistics / Statistical theory

Variational Inference for the Nested Chinese Restaurant Process Chong Wang Computer Science Department Princeton University

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Source URL: www.cs.princeton.edu

Language: English - Date: 2010-08-18 22:20:55
138Missing data / Bayesian statistics / Kalman filter / Latent Dirichlet allocation / Constructible universe / FO / Kullback–Leibler divergence / Variational Bayesian methods / Statistics / Estimation theory / Expectation–maximization algorithm

Mixed Membership Stochastic Blockmodels Edoardo M. Airoldi 1,2 , David M. Blei 1 , Stephen E. Fienberg 3,4 & Eric P. Xing 4∗ 1 Department of Computer Science, 2 Lewis-Sigler Institute, Princeton University 3

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Source URL: www.cs.princeton.edu

Language: English - Date: 2010-08-18 22:20:56
139Bayesian 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.princeton.edu

Language: English - Date: 2012-06-05 15:28:29
140Markov 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
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