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City Cambridge / / Company underlying LDA / Amazon / MIT Press / Netflix / Google / IDF LDA AD / Perplexity 1900 Perplexity LDA AD / Perplexity Perplexity 1650 LDA AD / Space Time LDA / Approximate Distributed LDA / J.Comp. / Hierarchical Distributed LDA / / Country Jordan / / Currency USD / / / Event Product Issues / Product Recall / / Facility Computer Science University of California / / IndustryTerm individual processors / machine learning algorithms / distributed learning algorithms / distributed computational infrastructure / online collaborative filtering / synchronous global communications / Web Conference / data augmentation algorithms / probabilistic learning algorithms / recent learning algorithms / local processing / virtual processors / distinct processors / documents over processors / processors / classification algorithms / stochastic algorithm / learning algorithm / learning algorithms / / Organization National Science Foundation / American Statistical Association / MIT / IDF / Max Welling Department / National Academy of Sciences / University of California / Irvine / LDA AD / LDA HD / / Person David Newman / Max Welling / Arthur Asuncion / / Position model for each processor / Graphical model for LDA / / Product Precision/ / / ProvinceOrState Massachusetts / / PublishedMedium Proceedings of the National Academy of Sciences / Journal of the American Statistical Association / / Technology EMoptimization algorithms / machine learning algorithms / 10 processors / stochastic algorithm / distributed algorithms / probabilistic learning algorithms / 1 processor / 2 processors / proposed algorithms / approximate distributed algorithm / machine learning / data augmentation algorithms / AD-LDA algorithm / 1000 virtual processors / shared memory / EM algorithm / two algorithms / learning algorithm / 16 processors / two individual processors / one processor / 3 Distributed Inference Algorithms / distributed learning algorithms / two distributed algorithms / classification algorithms / simulation / recent learning algorithms / / URL http / SocialTag 
Distributed Inference for Latent Dirichlet Allocation David Newman, Arthur Asuncion, Padhraic Smyth, Max Welling Department of Computer Science University of California, Irvine newman,asuncion,smyth,welling @ics.uci.ed