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David Blei
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1	Build, Compute, Critique, Repeat: Data Analysis with Latent Variable Models David M. Blei Columbia University Abstract Add to Reading List Source URL: www.cs.columbia.edu Language: English - Date: 2016-10-03 10:35:09
2	Augment and Reduce: Stochastic Inference for Large Categorical Distributions Francisco J. R. Ruiz 1 2 Michalis K. Titsias 3 Adji B. Dieng 2 David M. Blei 2 arXiv:1802.04220v3 [stat.ML] 7 Jun 2018 Add to Reading List Source URL: arxiv.org Language: English - Date: 2018-06-07 21:10:34
3	David M. Blei Professor Columbia University Department of Computer Science Department of Statistics Columbia Data Science Institute Add to Reading List Source URL: www.cs.columbia.edu Language: English - Date: 2018-07-31 13:59:21
4	A Language-based Approach to Measuring Scholarly Impact Sean M. Gerrish SGERRISH @ CS . PRINCETON . EDU David M. Blei BLEI @ CS . PRINCETON . EDU Add to Reading List Source URL: machinelearning.wustl.edu - Date: 2013-03-22 12:48:05
5	Journal of Machine Learning Research1022 Submitted 2/02; Published 1/03 Latent Dirichlet Allocation David M. Blei Add to Reading List Source URL: www.jmlr.org - Date: 2004-08-31 14:18:26
6	Variational Inference David M. Blei 1 Set up • As usual, we will assume that x = x1:n are observations and z = z1:m are hidden variables. We assume additional parameters α that are fixed. Add to Reading List Source URL: www.cs.princeton.edu - Date: 2011-10-12 06:32:05
7	A Variational Analysis of Stochastic Gradient Algorithms Stephan Mandt , Matthew D. Hoffman , David M. Blei 1 2 Add to Reading List Source URL: www.stephanmandt.com Language: English - Date: 2016-06-23 13:49:43 Estimation theory Statistical theory Econometrics M-estimators Stochastic processes Loss function OrnsteinUhlenbeck process Stochastic gradient descent Likelihood function
8	PU-BCD: Exponential Family Models for the Coarse- and Fine-Grained All-Words Tasks Jonathan Chang Miroslav Dud´ık, David M. Blei Princeton University Princeton University Add to Reading List Source URL: wordnet.cs.princeton.edu Language: English - Date: 2007-07-08 21:39:23 Computational linguistics Natural language processing Semantics Lexical semantics Word-sense disambiguation WordNet SemEval Model theory
9	Virginia Gold ACM +Sukanya Ghosh Infosys, Ltd. Add to Reading List Source URL: fellows.acm.org Language: English Statistical natural language processing Infosys David Blei Topic model Association for Computing Machinery Latent Dirichlet allocation
10	Bayesian Mixed-Membership Models of Complex and Evolving Networks by E DOARDO M ARIA A IROLDI A dissertation submitted in partial satisfaction Add to Reading List Source URL: www.casos.cs.cmu.edu Language: English - Date: 2008-11-17 12:47:08 David Blei Carnegie Mellon University Eric Xing Bayesian inference Statistical natural language processing Statistical models

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