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David Blei
David Blei
Professor of Statistics and Computer Science, Columbia University
在 columbia.edu 的电子邮件经过验证 - 首页
标题
引用次数
引用次数
年份
Latent dirichlet allocation
DM Blei, AY Ng, MI Jordan
Journal of machine Learning research 3 (Jan), 993-1022, 2003
475292003
Probabilistic topic models
DM Blei
Communications of the ACM 55 (4), 77-84, 2012
67372012
Sharing clusters among related groups: Hierarchical Dirichlet processes
Y Teh, M Jordan, M Beal, D Blei
Advances in neural information processing systems 17, 2004
51122004
Dynamic topic models
DM Blei, JD Lafferty
Proceedings of the 23rd international conference on Machine learning, 113-120, 2006
46512006
Variational inference: A review for statisticians
DM Blei, A Kucukelbir, JD McAuliffe
Journal of the American statistical Association 112 (518), 859-877, 2017
41702017
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
28782009
Stochastic variational inference
MD Hoffman, DM Blei, C Wang, J Paisley
Journal of Machine Learning Research, 2013
27042013
Mixed membership stochastic blockmodels
EM Airoldi, D Blei, S Fienberg, E Xing
Advances in neural information processing systems 21, 2008
24682008
Supervised topic models
J Mcauliffe, D Blei
Advances in neural information processing systems 20, 2007
21542007
A correlated topic model of Science
DM Blei, JD Lafferty
2099*2007
Online learning for latent dirichlet allocation
M Hoffman, F Bach, D Blei
advances in neural information processing systems 23, 2010
20772010
Matching words and pictures
K Barnard, P Duygulu, D Forsyth, N De Freitas, DM Blei, MI Jordan
The Journal of Machine Learning Research 3, 1107-1135, 2003
20582003
Collaborative topic modeling for recommending scientific articles
C Wang, DM Blei
Proceedings of the 17th ACM SIGKDD international conference on Knowledge …, 2011
19652011
Variational inference for Dirichlet process mixtures
DM Blei, MI Jordan
17512006
Modeling annotated data
DM Blei, MI Jordan
Proceedings of the 26th annual international ACM SIGIR conference on …, 2003
15262003
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
14412003
Correlated topic models
D Blei, J Lafferty
Advances in neural information processing systems 18, 147, 2006
12222006
Black box variational inference
R Ranganath, S Gerrish, D Blei
Artificial intelligence and statistics, 814-822, 2014
11572014
Exploiting affinities between topic modeling and the sociological perspective on culture: Application to newspaper coverage of US government arts funding
P DiMaggio, M Nag, D Blei
Poetics 41 (6), 570-606, 2013
10152013
Relational topic models for document networks
J Chang, D Blei
Artificial intelligence and statistics, 81-88, 2009
971*2009
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