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David Blei
David Blei
Professor of Statistics and Computer Science, Columbia University
Verifierad e-postadress på columbia.edu - Startsida
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Latent dirichlet allocation
DM Blei, AY Ng, MI Jordan
Journal of machine Learning research 3 (Jan), 993-1022, 2003
559242003
Probabilistic topic models
DM Blei
Communications of the ACM 55 (4), 77-84, 2012
81562012
Variational inference: A review for statisticians
DM Blei, A Kucukelbir, JD McAuliffe
Journal of the American statistical Association 112 (518), 859-877, 2017
59422017
Sharing clusters among related groups: Hierarchical Dirichlet processes
Y Teh, M Jordan, M Beal, D Blei
Advances in neural information processing systems 17, 2004
54872004
Dynamic topic models
DM Blei, JD Lafferty
Proceedings of the 23rd international conference on Machine learning, 113-120, 2006
39042006
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
34602009
Stochastic variational inference
MD Hoffman, DM Blei, C Wang, J Paisley
Journal of Machine Learning Research, 2013
32152013
Mixed membership stochastic blockmodels
EM Airoldi, D Blei, S Fienberg, E Xing
Advances in neural information processing systems 21, 2008
26962008
A correlated topic model of Science
DM Blei, JD Lafferty
2424*2007
Supervised topic models
J Mcauliffe, D Blei
Advances in neural information processing systems 20, 2007
23352007
Online learning for latent dirichlet allocation
M Hoffman, F Bach, D Blei
advances in neural information processing systems 23, 2010
23142010
Collaborative topic modeling for recommending scientific articles
C Wang, DM Blei
Proceedings of the 17th ACM SIGKDD international conference on Knowledge …, 2011
21202011
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
21152003
Variational inference for Dirichlet process mixtures
DM Blei, MI Jordan
19312006
Topic Models
DM Blei
Text mining/Chapman and Hall/CRC, 2009
16682009
Modeling annotated data
DM Blei, MI Jordan
Proceedings of the 26th annual international ACM SIGIR conference on …, 2003
15892003
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
15772003
Black box variational inference
R Ranganath, S Gerrish, D Blei
Artificial intelligence and statistics, 814-822, 2014
14312014
Correlated topic models
D Blei, J Lafferty
Advances in neural information processing systems 18, 147, 2006
14082006
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
13882013
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Artiklar 1–20