David Blei
David Blei
Professor of Statistics and Computer Science, Columbia University
Adresse e-mail validée de columbia.edu - Page d'accueil
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Latent dirichlet allocation
DM Blei, AY Ng, MI Jordan
the Journal of machine Learning research 3, 993-1022, 2003
374632003
Probabilistic topic models
DM Blei
Communications of the ACM 55 (4), 77-84, 2012
6550*2012
Hierarchical dirichlet processes
YW Teh, MI Jordan, MJ Beal, DM Blei
Journal of the american statistical association 101 (476), 1566-1581, 2006
4539*2006
Dynamic topic models
DM Blei, JD Lafferty
Proceedings of the 23rd international conference on Machine learning, 113-120, 2006
28272006
Reading tea leaves: How humans interpret topic models
J Chang, J Boyd-Graber, C Wang, S Gerrish, DM Blei
Neural information processing systems 22, 288-296, 2009
21122009
Mixed membership stochastic blockmodels
EM Airoldi, DM Blei, SE Fienberg, EP Xing
Journal of machine learning research, 2008
21042008
Variational inference: A review for statisticians
DM Blei, A Kucukelbir, JD McAuliffe
Journal of the American statistical Association 112 (518), 859-877, 2017
20612017
Matching words and pictures
K Barnard, P Duygulu, D Forsyth, N De Freitas, DM Blei, MI Jordan
Test accounts, 2003
20252003
Stochastic variational inference.
MD Hoffman, DM Blei, C Wang, J Paisley
Journal of Machine Learning Research 14 (5), 2013
19402013
Supervised topic models
DM Blei, JD McAuliffe
arXiv preprint arXiv:1003.0783, 2010
18142010
Online learning for latent dirichlet allocation
M Hoffman, FR Bach, DM Blei
advances in neural information processing systems, 856-864, 2010
16792010
Collaborative topic modeling for recommending scientific articles
C Wang, DM Blei
Proceedings of the 17th ACM SIGKDD international conference on Knowledge …, 2011
16242011
A correlated topic model of science
DM Blei, JD Lafferty
The annals of applied statistics 1 (1), 17-35, 2007
1602*2007
Variational inference for Dirichlet process mixtures
DM Blei, MI Jordan
Bayesian analysis 1 (1), 121-143, 2006
14692006
Modeling annotated data
DM Blei, MI Jordan
Proceedings of the 26th annual international ACM SIGIR conference on …, 2003
14352003
Hierarchical topic models and the nested Chinese restaurant process.
DM Blei, TL Griffiths, MI Jordan, JB Tenenbaum
NIPS 16, 2003
12502003
Correlated topic models
D Blei, J Lafferty
Advances in neural information processing systems 18, 147, 2006
10702006
Topic models
DM Blei, JD Lafferty
Text mining, 101-124, 2009
10552009
Relational topic models for document networks
J Chang, D Blei
Artificial intelligence and statistics, 81-88, 2009
859*2009
Black box variational inference
R Ranganath, S Gerrish, D Blei
Artificial intelligence and statistics, 814-822, 2014
7952014
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