| Latent dirichlet allocation DM Blei, AY Ng, MI Jordan Journal of machine Learning research 3 (Jan), 993-1022, 2003 | 52737 | 2003 |
| Probabilistic topic models DM Blei Communications of the ACM 55 (4), 77-84, 2012 | 7595 | 2012 |
| Sharing clusters among related groups: Hierarchical Dirichlet processes Y Teh, M Jordan, M Beal, D Blei Advances in neural information processing systems 17, 2004 | 5337 | 2004 |
| Variational inference: A review for statisticians DM Blei, A Kucukelbir, JD McAuliffe Journal of the American statistical Association 112 (518), 859-877, 2017 | 5155 | 2017 |
| Dynamic topic models DM Blei, JD Lafferty Proceedings of the 23rd international conference on Machine learning, 113-120, 2006 | 3701 | 2006 |
| 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 | 3221 | 2009 |
| Stochastic variational inference MD Hoffman, DM Blei, C Wang, J Paisley Journal of Machine Learning Research, 2013 | 2983 | 2013 |
| Mixed membership stochastic blockmodels EM Airoldi, D Blei, S Fienberg, E Xing Advances in neural information processing systems 21, 2008 | 2597 | 2008 |
| A correlated topic model of Science DM Blei, JD Lafferty | 2287* | 2007 |
| Supervised topic models J Mcauliffe, D Blei Advances in neural information processing systems 20, 2007 | 2262 | 2007 |
| Online learning for latent dirichlet allocation M Hoffman, F Bach, D Blei advances in neural information processing systems 23, 2010 | 2225 | 2010 |
| 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 | 2124 | 2003 |
| Collaborative topic modeling for recommending scientific articles C Wang, DM Blei Proceedings of the 17th ACM SIGKDD international conference on Knowledge …, 2011 | 2086 | 2011 |
| Variational inference for Dirichlet process mixtures DM Blei, MI Jordan | 1857 | 2006 |
| Topic models DM Blei, JD Lafferty Text mining, 101-124, 2009 | 1604 | 2009 |
| Modeling annotated data DM Blei, MI Jordan Proceedings of the 26th annual international ACM SIGIR conference on …, 2003 | 1574 | 2003 |
| 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 | 1528 | 2003 |
| Correlated topic models D Blei, J Lafferty Advances in neural information processing systems 18, 147, 2006 | 1347 | 2006 |
| Black box variational inference R Ranganath, S Gerrish, D Blei Artificial intelligence and statistics, 814-822, 2014 | 1303 | 2014 |
| 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 | 1240 | 2013 |
| Relational topic models for document networks J Chang, D Blei Artificial intelligence and statistics, 81-88, 2009 | 1029* | 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 | 890 | 2010 |
| Automatic differentiation variational inference A Kucukelbir, D Tran, R Ranganath, A Gelman, DM Blei Journal of machine learning research 18 (14), 1-45, 2017 | 837 | 2017 |
| Simultaneous image classification and annotation W Chong, D Blei, FF Li 2009 IEEE Conference on computer vision and pattern recognition, 1903-1910, 2009 | 748 | 2009 |
| Integrating topics and syntax T Griffiths, M Steyvers, D Blei, J Tenenbaum Advances in neural information processing systems 17, 2004 | 738 | 2004 |
| A tutorial on Bayesian nonparametric models SJ Gershman, DM Blei Journal of Mathematical Psychology 56 (1), 1-12, 2012 | 715 | 2012 |
| Stochastic gradient descent as approximate bayesian inference M Stephan, MD Hoffman, DM Blei Journal of Machine Learning Research 18 (134), 1-35, 2017 | 664 | 2017 |
| Continuous time dynamic topic models C Wang, D Blei, D Heckerman arXiv preprint arXiv:1206.3298, 2012 | 653 | 2012 |
| Topic modeling in embedding spaces AB Dieng, FJR Ruiz, DM Blei Transactions of the Association for Computational Linguistics 8, 439-453, 2020 | 608 | 2020 |
| Variational Bayesian inference with stochastic search J Paisley, D Blei, M Jordan arXiv preprint arXiv:1206.6430, 2012 | 592 | 2012 |
| Online variational inference for the hierarchical Dirichlet process C Wang, J Paisley, DM Blei Proceedings of the fourteenth international conference on artificial …, 2011 | 543 | 2011 |
| Probabilistic topic models D Blei, L Carin, D Dunson IEEE signal processing magazine 27 (6), 55-65, 2010 | 527 | 2010 |
| Distance dependent Chinese restaurant processes. DM Blei, PI Frazier Journal of Machine Learning Research 12 (8), 2011 | 421 | 2011 |
| Context, learning, and extinction. SJ Gershman, DM Blei, Y Niv Psychological review 117 (1), 197, 2010 | 420 | 2010 |
| Modeling user exposure in recommendation D Liang, L Charlin, J McInerney, DM Blei Proceedings of the 25th international conference on World Wide Web, 951-961, 2016 | 398 | 2016 |
| Estimating spatial layout of rooms using volumetric reasoning about objects and surfaces A Gupta, M Hebert, T Kanade, D Blei Advances in neural information processing systems 23, 2010 | 377 | 2010 |
| Hierarchical variational models R Ranganath, D Tran, D Blei International conference on machine learning, 324-333, 2016 | 368 | 2016 |
| Efficient discovery of overlapping communities in massive networks PK Gopalan, DM Blei Proceedings of the National Academy of Sciences 110 (36), 14534-14539, 2013 | 365 | 2013 |
| Edward: A library for probabilistic modeling, inference, and criticism D Tran, A Kucukelbir, AB Dieng, M Rudolph, D Liang, DM Blei arXiv preprint arXiv:1610.09787, 2016 | 351 | 2016 |
| Hierarchical implicit models and likelihood-free variational inference D Tran, R Ranganath, D Blei Advances in Neural Information Processing Systems 30, 2017 | 344* | 2017 |
Michael I. JordanProfessor of Electrical Engineering and Computer Sciences and Professor of Statistics, UC BerkeleyVerified email at cs.berkeley.edu
