David Blei

Results: 105



#Item
31Statistical models / Monte Carlo methods / Markov models / Expectation–maximization algorithm / Mixture model / Gibbs sampling / Conjugate prior / Markov chain Monte Carlo / Variational Bayesian methods / Statistics / Bayesian statistics / Estimation theory

Markov Chain Monte Carlo (and Bayesian Mixture Models) David M. Blei Columbia University October 14, 2014

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Source URL: www.cs.columbia.edu

Language: English - Date: 2015-03-12 00:16:19
32Latent 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: jmlr.csail.mit.edu

Language: English - Date: 2011-06-30 04:29:57
33Evolving networks / Matter / Mathematics / Networks / Community structure / Graph theory

Scalable Inference of Overlapping Communities Prem Gopalan David Mimno Sean M. Gerrish Michael J. Freedman David M. Blei {pgopalan,mimno,sgerrish,mfreed,blei}@cs.princeton.edu Department of Computer Science Princeton Un

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Source URL: www.cs.columbia.edu

Language: English - Date: 2015-03-12 00:16:21
34Missing 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.columbia.edu

Language: English - Date: 2015-03-12 00:16:20
35Markov 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.columbia.edu

Language: English - Date: 2015-03-12 00:16:21
36Statistical theory / M-estimators / Operations research / Variational Bayesian methods / Mathematical optimization / Stochastic gradient descent / Stochastic optimization / Variance / Bias of an estimator / Statistics / Probability theory / Estimation theory

Smoothed Gradients for Stochastic Variational Inference David Blei Department of Computer Science Department of Statistics Columbia University

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Source URL: www.cs.columbia.edu

Language: English - Date: 2015-03-12 00:16:22
37Chinese restaurant process / Mixture model / Gibbs sampling / Statistics / Stochastic processes / Dirichlet process

Distance dependent Chinese restaurant processes David M. Blei Department of Computer Science, Princeton University 35 Olden St., Princeton, NJ 08540

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Source URL: www.cs.columbia.edu

Language: English - Date: 2015-03-12 00:16:20
38Bayesian networks / Variational Bayesian methods / Variational message passing / Operations research / Gibbs sampling / Normal distribution / Mathematical optimization / Score / Stochastic optimization / Statistics / Estimation theory / Bayesian statistics

Black Box Variational Inference Rajesh Ranganath Sean Gerrish David M. Blei Princeton University, 35 Olden St., Princeton, NJ 08540

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Source URL: www.cs.columbia.edu

Language: English - Date: 2015-03-12 00:16:22
39Factorial / Symbol / Gamma distribution / Mathematics / Mathematical analysis / Dirichlet distribution

Syntactic Topic Models Supplement David Blei Department of Computer Science 35 Olden Street Princeton University

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Source URL: www.cs.columbia.edu

Language: English - Date: 2015-03-12 00:16:20
40Latent Dirichlet allocation / Probabilistic latent semantic analysis / Mixture model / Topic model / Dirichlet distribution / Expectation–maximization algorithm / Multinomial distribution / N-gram / Maximum likelihood / Statistics / Probability and statistics / Statistical natural language processing

Journal of Machine Learning Research[removed]1022 Submitted 2/02; Published 1/03 Latent Dirichlet Allocation David M. Blei

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Source URL: www.cs.columbia.edu

Language: English - Date: 2015-03-12 00:16:20
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