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David Blei
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Latent dirichlet allocation
DM Blei, AY Ng, MI Jordan
Journal of machine Learning research 3 (Jan), 993-1022, 2003
431782003
Probabilistic topic models
DM Blei
Communications of the ACM 55 (4), 77-84, 2012
58672012
Hierarchical dirichlet processes
YW Teh, MI Jordan, MJ Beal, DM Blei
Journal of the american statistical association 101 (476), 1566-1581, 2006
4834*2006
Dynamic topic models
DM Blei, JD Lafferty
Proceedings of the 23rd international conference on Machine learning, 113-120, 2006
41672006
Variational inference: A review for statisticians
DM Blei, A Kucukelbir, JD McAuliffe
Journal of the American statistical Association 112 (518), 859-877, 2017
30752017
Reading tea leaves: How humans interpret topic models
J Chang, S Gerrish, C Wang, J Boyd-Graber, D Blei
Advances in neural information processing systems 22, 2009
25362009
Stochastic variational inference
MD Hoffman, DM Blei, C Wang, J Paisley
Journal of Machine Learning Research, 2013
23182013
Mixed membership stochastic blockmodels
EM Airoldi, D Blei, S Fienberg, E Xing
Advances in neural information processing systems 21, 2008
23062008
Matching words and pictures
K Barnard, P Duygulu, D Forsyth, N De Freitas, DM Blei, MI Jordan
Test accounts, 2003
20662003
Supervised topic models
J Mcauliffe, D Blei
Advances in neural information processing systems 20, 2007
20302007
Online learning for latent dirichlet allocation
M Hoffman, F Bach, D Blei
advances in neural information processing systems 23, 2010
18912010
A correlated topic model of science
DM Blei, JD Lafferty
The annals of applied statistics 1 (1), 17-35, 2007
1841*2007
Collaborative topic modeling for recommending scientific articles
C Wang, DM Blei
Proceedings of the 17th ACM SIGKDD international conference on Knowledge …, 2011
18222011
Variational inference for Dirichlet process mixtures
DM Blei, MI Jordan
Bayesian analysis 1 (1), 121-143, 2006
16192006
Modeling annotated data
DM Blei, MI Jordan
Proceedings of the 26th annual international ACM SIGIR conference on …, 2003
14912003
Hierarchical topic models and the nested Chinese restaurant process
T Griffiths, M Jordan, J Tenenbaum, D Blei
Advances in neural information processing systems 16, 2003
13552003
Correlated topic models
D Blei, J Lafferty
Advances in neural information processing systems 18, 147, 2006
11332006
Black box variational inference
R Ranganath, S Gerrish, D Blei
Artificial intelligence and statistics, 814-822, 2014
9632014
Relational topic models for document networks
J Chang, D Blei
Artificial intelligence and statistics, 81-88, 2009
929*2009
The nested chinese restaurant process and bayesian nonparametric inference of topic hierarchies
DM Blei, TL Griffiths, MI Jordan
Journal of the ACM (JACM) 57 (2), 1-30, 2010
8132010
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