David M. Blei - Author Profile

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Blei, David M.

Author ID:	blei.david-m
Published as:	Blei, David M.; Blei, David
Homepage:	https://www.cs.princeton.edu/~blei/publications.html
External Links:	MGP · Wikidata · dblp · IdRef
Videos:	carmin.tv

Documents Indexed:	33 Publications since 2003, including 1 Additional arXiv Preprint
	1 Contribution as Editor
Co-Authors:	46 Co-Authors with 34 Joint Publications
	1,179 Co-Co-Authors

all top 5

Co-Authors

0	single-authored
6	Jordan, Michael Irwin
6	Wang, Yixin
4	Wang, Chong
3	Cunningham, John P.
3	Paisley, John William
3	Ranganath, Rajesh
3	Tansey, Wesley
2	Airoldi, Edoardo M.
2	Fienberg, Stephen Elliot
2	Hoffman, Matthew D.
2	Miller, Andrew C.
2	Moran, Gemma E.
2	Rabadán, Raúl
1	Anderson, Lauren
1	Athey, Susan
1	Barnard, Kobus
1	Beal, Matthew J.
1	Chang, Jonathan
1	de Freitas, Nando
1	Duygulu, Pınar
1	Erosheva, Elena A.
1	Forsyth, David A.
1	Frazier, Peter I.
1	Gelman, Andrew
1	Gershman, Samuel J.
1	Gopalan, Prem K.
1	Griffiths, Thomas L.
1	Hannah, Lauren A.
1	Hogg, David W.
1	Kucukelbir, Alp
1	Lafferty, John D.
1	Leistedt, Boris
1	Loper, Jackson
1	Mandt, Stephan
1	Ng, Andrew Yan-Tak
1	Paninski, Liam
1	Powell, Warren Buckler
1	Ruiz, Francisco J. R.
1	Shi, Claudia
1	Teh, Yee Whye
1	Tosh, Christopher
1	Tran, Dustin
1	Veitch, Victor
1	Xing, Eric P.
1	Yin, Mingzhang
1	Zhang, Haoran

all top 5

Serials

10	Journal of Machine Learning Research (JMLR)
6	Journal of the American Statistical Association
5	The Annals of Applied Statistics
4	Bayesian Analysis
1	International Statistical Review
1	Journal of Mathematical Psychology
1	Statistical Science
1	Proceedings of the National Academy of Sciences of the United States of America
1	Journal of the ACM
1	Journal of the Royal Statistical Society. Series B. Statistical Methodology
1	Journal of Computational and Graphical Statistics
1	Chapman & Hall/CRC Handbooks of Modern Statistical Methods

all top 5

Fields

28	Statistics (62-XX)
12	Computer science (68-XX)
5	Probability theory and stochastic processes (60-XX)
5	Numerical analysis (65-XX)
2	Combinatorics (05-XX)
2	Game theory, economics, finance, and other social and behavioral sciences (91-XX)
1	Astronomy and astrophysics (85-XX)
1	Operations research, mathematical programming (90-XX)
1	Information and communication theory, circuits (94-XX)

Publications by Year

all cited Publications top 5 cited Publications

Citations contained in zbMATH Open

26 Publications have been cited 1,641 times in 1,248 Documents	Cited by ▼	Year ▼
Latent Dirichlet allocation. Zbl 1112.68379 Blei, David M.; Ng, Andrew Y.; Jordan, Michael I.	472	2003
Mixed membership stochastic blockmodels. Zbl 1225.68143 Airoldi, Edoardo M.; Blei, David M.; Fienberg, Stephen E.; Xing, Eric P.	240	2008
Hierarchical Dirichlet processes. Zbl 1171.62349 Teh, Yee Whye; Jordan, Michael I.; Beal, Matthew J.; Blei, David M.	222	2006
Stochastic variational inference. Zbl 1317.68163 Hoffman, Matthew D.; Blei, David M.; Wang, Chong; Paisley, John	181	2013
Variational inference for Dirichlet process mixtures. Zbl 1331.62259 Blei, David M.; Jordan, Michael I.	102	2006
Automatic differentiation variational inference. Zbl 1437.62109 Kucukelbir, Alp; Tran, Dustin; Ranganath, Rajesh; Gelman, Andrew; Blei, David M.	60	2017
A correlated topic model of science. Zbl 1129.62122 Blei, David M.; Lafferty, John D.	46	2007
Frequentist consistency of variational Bayes. Zbl 1428.62119 Wang, Yixin; Blei, David M.	43	2019
Stochastic gradient descent as approximate Bayesian inference. Zbl 1442.62055 Mandt, Stephan; Hoffman, Matthew D.; Blei, David M.	37	2017
Distance dependent chinese restaurant processes. Zbl 1280.68157 Blei, David M.; Frazier, Peter I.	32	2011
A tutorial on Bayesian nonparametric models. Zbl 1237.62062 Gershman, Samuel J.; Blei, David M.	31	2012
Dirichlet process mixtures of generalized linear models. Zbl 1280.62031 Hannah, Lauren A.; Blei, David M.; Powell, Warren B.	27	2011
Variational inference in nonconjugate models. Zbl 1320.62057 Wang, Chong; Blei, David M.	23	2013
The nested Chinese restaurant process and Bayesian nonparametric inference of topic hierarchies. Zbl 1327.68187 Blei, David M.; Griffiths, Thomas L.; Jordan, Michael I.	22	2010
Matching words and pictures. Zbl 1061.68174 Barnard, Kobus; Duygulu, Pinar; Forsyth, David; de Freitas, Nando; Blei, David M.; Jordan, Michael I.	19	2003
Efficient discovery of overlapping communities in massive networks. Zbl 1292.91150 Gopalan, Prem K.; Blei, David M.	16	2013
The blessings of multiple causes. Zbl 1428.62059 Wang, Yixin; Blei, David M.	14	2019
Handbook of mixed membership models and their applications. Zbl 1369.62003	13	2015
Hierarchical relational models for document networks. Zbl 1189.62191 Chang, Jonathan; Blei, David M.	12	2010
A general method for robust Bayesian modeling. Zbl 1407.62088 Wang, Chong; Blei, David M.	7	2018
SHOPPER: a probabilistic model of consumer choice with substitutes and complements. Zbl 1443.62218 Ruiz, Francisco J. R.; Athey, Susan; Blei, David M.	7	2020
The holdout randomization test for feature selection in black box models. Zbl 07546466 Tansey, Wesley; Veitch, Victor; Zhang, Haoran; Rabadan, Raul; Blei, David M.	5	2022
The discrete infinite logistic normal distribution. Zbl 1330.62081 Paisley, John; Wang, Chong; Blei, David M.	5	2012
Correlated random measures. Zbl 1398.60071 Ranganath, Rajesh; Blei, David M.	3	2018
Double empirical Bayes testing. Zbl 07778691 Tansey, Wesley; Wang, Yixin; Rabadan, Raul; Blei, David	1	2020
A general linear-time inference method for Gaussian processes on one dimension. Zbl 07626749 Loper, Jackson; Blei, David; Cunningham, John P.; Paninski, Liam	1	2021
The holdout randomization test for feature selection in black box models. Zbl 07546466 Tansey, Wesley; Veitch, Victor; Zhang, Haoran; Rabadan, Raul; Blei, David M.	5	2022
A general linear-time inference method for Gaussian processes on one dimension. Zbl 07626749 Loper, Jackson; Blei, David; Cunningham, John P.; Paninski, Liam	1	2021
SHOPPER: a probabilistic model of consumer choice with substitutes and complements. Zbl 1443.62218 Ruiz, Francisco J. R.; Athey, Susan; Blei, David M.	7	2020
Double empirical Bayes testing. Zbl 07778691 Tansey, Wesley; Wang, Yixin; Rabadan, Raul; Blei, David	1	2020
Frequentist consistency of variational Bayes. Zbl 1428.62119 Wang, Yixin; Blei, David M.	43	2019
The blessings of multiple causes. Zbl 1428.62059 Wang, Yixin; Blei, David M.	14	2019
A general method for robust Bayesian modeling. Zbl 1407.62088 Wang, Chong; Blei, David M.	7	2018
Correlated random measures. Zbl 1398.60071 Ranganath, Rajesh; Blei, David M.	3	2018
Automatic differentiation variational inference. Zbl 1437.62109 Kucukelbir, Alp; Tran, Dustin; Ranganath, Rajesh; Gelman, Andrew; Blei, David M.	60	2017
Stochastic gradient descent as approximate Bayesian inference. Zbl 1442.62055 Mandt, Stephan; Hoffman, Matthew D.; Blei, David M.	37	2017
Handbook of mixed membership models and their applications. Zbl 1369.62003	13	2015
Stochastic variational inference. Zbl 1317.68163 Hoffman, Matthew D.; Blei, David M.; Wang, Chong; Paisley, John	181	2013
Variational inference in nonconjugate models. Zbl 1320.62057 Wang, Chong; Blei, David M.	23	2013
Efficient discovery of overlapping communities in massive networks. Zbl 1292.91150 Gopalan, Prem K.; Blei, David M.	16	2013
A tutorial on Bayesian nonparametric models. Zbl 1237.62062 Gershman, Samuel J.; Blei, David M.	31	2012
The discrete infinite logistic normal distribution. Zbl 1330.62081 Paisley, John; Wang, Chong; Blei, David M.	5	2012
Distance dependent chinese restaurant processes. Zbl 1280.68157 Blei, David M.; Frazier, Peter I.	32	2011
Dirichlet process mixtures of generalized linear models. Zbl 1280.62031 Hannah, Lauren A.; Blei, David M.; Powell, Warren B.	27	2011
The nested Chinese restaurant process and Bayesian nonparametric inference of topic hierarchies. Zbl 1327.68187 Blei, David M.; Griffiths, Thomas L.; Jordan, Michael I.	22	2010
Hierarchical relational models for document networks. Zbl 1189.62191 Chang, Jonathan; Blei, David M.	12	2010
Mixed membership stochastic blockmodels. Zbl 1225.68143 Airoldi, Edoardo M.; Blei, David M.; Fienberg, Stephen E.; Xing, Eric P.	240	2008
A correlated topic model of science. Zbl 1129.62122 Blei, David M.; Lafferty, John D.	46	2007
Hierarchical Dirichlet processes. Zbl 1171.62349 Teh, Yee Whye; Jordan, Michael I.; Beal, Matthew J.; Blei, David M.	222	2006
Variational inference for Dirichlet process mixtures. Zbl 1331.62259 Blei, David M.; Jordan, Michael I.	102	2006
Latent Dirichlet allocation. Zbl 1112.68379 Blei, David M.; Ng, Andrew Y.; Jordan, Michael I.	472	2003
Matching words and pictures. Zbl 1061.68174 Barnard, Kobus; Duygulu, Pinar; Forsyth, David; de Freitas, Nando; Blei, David M.; Jordan, Michael I.	19	2003

all cited Publications top 5 cited Publications

all top 5

Cited by 2,876 Authors

19	Dunson, David Brian
15	Priebe, Carey E.
13	Latouche, Pierre
13	Lijoi, Antonio
13	Nott, David John
12	Blei, David M.
12	Jordan, Michael Irwin
12	Murphy, Thomas Brendan
11	Prünster, Igor
8	Bouveyron, Charles
8	Favaro, Stefano
8	Müller, Peter
8	Rigon, Tommaso
8	Teh, Yee Whye
7	Griffin, Jim E.
7	Guindani, Michele
7	Koutsourelakis, Phaedon-Stelios
7	Leisen, Fabrizio
7	Levina, Elizaveta
7	Nguyen, XuanLong
7	Rodríguez, Abel
7	Tan, Linda S. L.
7	Tang, Minh
7	Trippa, Lorenzo
6	Airoldi, Edoardo M.
6	Bouguila, Nizar
6	Broderick, Tamara
6	Camerlenghi, Federico
6	Caron, François
6	Chen, Yuguo
6	De Iorio, Maria
6	Durante, Daniele
6	Girolami, Mark A.
6	Ke, Zheng Tracy
6	Lyzinski, Vince
6	Quintana, Fernando Andrés
6	Xing, Eric P.
5	Aliverti, Emanuele
5	Bacallado, Sergio
5	Campbell, Trevor
5	Cape, Joshua
5	Fox, Emily B.
5	Lei, Jing
5	Lin, Lizhen
5	Rachel Wang, Y. X.
5	Russo, Massimiliano
5	Sarkar, Purnamrita
5	Smith, Michael Stanley
5	Walker, Stephen Grahm
5	Wang, Feifei
4	Aerts, Diederik Emiel
4	Alquier, Pierre
4	Ambroise, Christophe
4	Argiento, Raffaele
4	Athreya, Avanti
4	Bassetti, Federico
4	Bhattacharya, Anirban
4	Bickel, Peter John
4	Birmele, Etienne
4	Brusco, Michael J.
4	Buntine, Wray L.
4	Doss, Hani
4	Fosdick, Bailey K.
4	Gelman, Andrew
4	Glynn, Chris
4	Iwata, Tomoharu
4	Jin, Jiashun
4	Karniadakis, George Em
4	Latz, Jonas
4	Levin, Keith D.
4	Loaiza-Maya, Rubén
4	Lu, Xiaoling
4	Maiti, Tapabrata
4	McCormick, Tyler H.
4	Ng, Tin Lok James
4	Petrone, Sonia
4	Phung, Dinh Q.
4	Schweinberger, Michael
4	Steinley, Douglas L.
4	Tran, Minh Ngoc
4	Vannucci, Marina
4	Vehtari, Aki
4	Williamson, Sinead A.
4	Xiong, Hui
4	Zhu, Ji
3	Amini, Arash Ali
3	Bach, Francis R.
3	Beraha, Mario
3	Bhattacharya, Shrijita
3	Bing, Xin
3	Broman, David
3	Bu, Junzhao
3	Bunea, Florentina
3	Cai, Tianwen
3	Casarin, Roberto
3	Catalano, Marta
3	Chatzis, Sotirios P.
3	Chen, Aiyou
3	Chen, Yi
3	Corneli, Marco
...and 2,776 more Authors

all top 5

Cited in 220 Serials

66	The Annals of Applied Statistics
61	Journal of Machine Learning Research (JMLR)
58	Journal of the American Statistical Association
52	Machine Learning
52	Statistics and Computing
40	Computational Statistics and Data Analysis
37	The Annals of Statistics
35	Bayesian Analysis
32	Journal of Computational and Graphical Statistics
30	Data Mining and Knowledge Discovery
28	Information Sciences
25	Statistical Science
22	Electronic Journal of Statistics
20	Bernoulli
20	Statistical Analysis and Data Mining
19	Journal of Computational Physics
18	Biometrics
18	International Journal of Approximate Reasoning
16	Pattern Recognition
16	Stat
13	Artificial Intelligence
13	Physica A
13	Psychometrika
13	Computational Statistics
13	International Journal of Computer Vision
12	Journal of Mathematical Psychology
10	Journal of Econometrics
10	Neural Networks
9	Neural Computation
9	European Journal of Operational Research
9	Journal of Applied Statistics
9	Statistical Methods and Applications
9	Wiley Interdisciplinary Reviews. WIREs Computational Statistics
8	Advances in Data Analysis and Classification. ADAC
7	Statistics & Probability Letters
7	Annals of Operations Research
7	Communications in Statistics. Theory and Methods
7	Journal of Statistical Computation and Simulation
7	INFORMS Journal on Computing
7	Applied Stochastic Models in Business and Industry
6	Computer Methods in Applied Mechanics and Engineering
6	Automatica
6	International Statistical Review
6	Journal of Multivariate Analysis
6	Journal of Classification
6	Statistical Modelling
6	Journal of Business and Economic Statistics
6	Sankhyā. Series A
5	Economics Letters
5	SIAM Review
5	Quantitative Finance
5	AStA. Advances in Statistical Analysis
5	SIAM Journal on Mathematics of Data Science
4	Scandinavian Journal of Statistics
4	British Journal of Mathematical & Statistical Psychology
4	Journal of Statistical Planning and Inference
4	Statistica Sinica
4	Soft Computing
4	Chaos
4	Journal of the Royal Statistical Society. Series B. Statistical Methodology
4	Brazilian Journal of Probability and Statistics
4	Journal of Statistical Mechanics: Theory and Experiment
4	Foundations and Trends in Machine Learning
3	The Canadian Journal of Statistics
3	Inverse Problems
3	Physics Reports
3	The Annals of Probability
3	Biometrical Journal
3	Econometrica
3	Operations Research
3	Theoretical Computer Science
3	Physica D
3	Computational Mechanics
3	The Annals of Applied Probability
3	Journal of Global Optimization
3	Communications in Statistics. Simulation and Computation
3	Proceedings of the National Academy of Sciences of the United States of America
3	Test
3	Journal of Zhejiang University. Science A
3	Journal of the Korean Statistical Society
3	SIAM Journal on Imaging Sciences
3	Algorithms
3	SIAM/ASA Journal on Uncertainty Quantification
3	Environmetrics
2	The American Statistician
2	Annals of the Institute of Statistical Mathematics
2	Applied Mathematics and Computation
2	Computing
2	International Economic Review
2	Journal of Applied Probability
2	Statistica Neerlandica
2	Insurance Mathematics & Economics
2	Probability Theory and Related Fields
2	Journal of Economic Dynamics & Control
2	Random Structures & Algorithms
2	SIAM Journal on Scientific Computing
2	Annals of Mathematics and Artificial Intelligence
2	Complexity
2	Electronic Journal of Probability
2	Mathematical Problems in Engineering
...and 120 more Serials

all top 5

Cited in 34 Fields

929	Statistics (62-XX)
375	Computer science (68-XX)
143	Game theory, economics, finance, and other social and behavioral sciences (91-XX)
141	Probability theory and stochastic processes (60-XX)
108	Numerical analysis (65-XX)
81	Combinatorics (05-XX)
73	Operations research, mathematical programming (90-XX)
52	Biology and other natural sciences (92-XX)
26	Linear and multilinear algebra; matrix theory (15-XX)
22	Information and communication theory, circuits (94-XX)
15	Statistical mechanics, structure of matter (82-XX)
14	Systems theory; control (93-XX)
13	Partial differential equations (35-XX)
10	Dynamical systems and ergodic theory (37-XX)
9	Fluid mechanics (76-XX)
8	Mechanics of deformable solids (74-XX)
6	Calculus of variations and optimal control; optimization (49-XX)
4	History and biography (01-XX)
4	Mathematical logic and foundations (03-XX)
4	Quantum theory (81-XX)
3	Astronomy and astrophysics (85-XX)
3	Geophysics (86-XX)
2	General and overarching topics; collections (00-XX)
2	Ordinary differential equations (34-XX)
2	Functional analysis (46-XX)
2	Classical thermodynamics, heat transfer (80-XX)
2	Relativity and gravitational theory (83-XX)
1	Special functions (33-XX)
1	Harmonic analysis on Euclidean spaces (42-XX)
1	Integral transforms, operational calculus (44-XX)
1	Operator theory (47-XX)
1	Convex and discrete geometry (52-XX)
1	Differential geometry (53-XX)
1	Mechanics of particles and systems (70-XX)

Citations by Year

Wikidata Timeline

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