Edit Profile (opens in new tab) Dunson, David Brian Co-Author Distance Author ID: dunson.david-b Published as: Dunson, David B.; Dunson, David; Dunson, D. B. more...less Homepage: https://www2.stat.duke.edu/~dunson/ External Links: MGP · Wikidata · Google Scholar · ResearchGate · dblp · GND · IdRef Documents Indexed: 237 Publications since 1998, including 1 Book and 11 Additional arXiv Preprints 2 Contributions as Editor · 1 Further Contribution Co-Authors: 271 Co-Authors with 219 Joint Publications 4,902 Co-Co-Authors all top 5 Co-Authors 16 single-authored 16 Carin, Lawrence 16 Herring, Amy H. 12 Pati, Debdeep 11 Bhattacharya, Anirban 11 Lin, Lizhen 7 Durante, Daniele 7 Johndrow, James E. 7 Rodríguez, Abel 6 Canale, Antonio 6 Pillai, Natesh S. 5 Rigon, Tommaso 4 Armagan, Artin 4 Baird, Donna D. 4 Bhattacharya, Abhishek 4 Chen, Zhen 4 Guhaniyogi, Rajarshi 4 Li, Cheng 4 Paisley, John William 4 Scarpa, Bruno 4 Srivastava, Sanvesh 4 Strawn, Nate 4 Zhang, Zhengwu 3 Aliverti, Emanuele 3 Cai, Bo 3 Chen, Minhua 3 Daubechies, Ingrid Chantal 3 Duan, Leo L. 3 Gelfand, Alan Enoch 3 Hannah, Lauren A. 3 Hoff, Peter D. 3 Kunihama, Tsuyoshi 3 Li, Didong 3 Lucas, Joseph Edward 3 Mukhopadhyay, Minerva 3 Neelon, Brian H. 3 Nishimura, Akihiko 3 O’Brien, Sean M. 3 Ovaskainen, Otso 3 Park, Juhyun 3 Pennell, Michael L. 3 Ren, Lu 3 Roy, Arkaprava 3 Russo, Massimiliano 3 Taylor, Jack A. 3 Tokdar, Surya T. 3 Wang, Chunping 3 Wang, Lianming 3 Weinberg, Clarice R. 3 Wheeler, Matthew W. 3 Yang, Yun 2 Bigelow, Jamie L. 2 Chen, Cathy W. S. 2 Cheung, Pokman 2 Chung, Yeonseung 2 Cornelis, Bruno 2 Dinse, Gregg E. 2 Engelhardt, Barbara E. 2 Ferrari, Federico 2 Ginsburg, Geoffrey S. 2 Gunn, Laura H. 2 Jauch, Michael 2 Kundu, Suprateek 2 Lee, Jaeyong 2 Legramanti, Sirio 2 Liu, Fei 2 Lock, Eric F. 2 Lu, Jianfeng 2 Lum, Kristian 2 MacLehose, Richard F. 2 Minsker, Stanislav 2 Olshan, Andrew F. 2 Paganin, Sally 2 Papadogeorgou, Georgia 2 Peddada, Shyamal D. 2 Perreault, Sally D. 2 Qamar, Shaan 2 Rao, Vinayak A. 2 Reich, Brian James 2 Salazar, Esther 2 Siega-Riz, Anna Maria 2 Stanford, Joseph B. 2 van den Boom, Willem 2 Wade, Sara 2 Wang, Lu 2 Woods, Christopher W. 2 Wu, Hau-Tieng 2 Wu, Nan 2 Xing, Zhengming 2 Yang, Hongxia 2 Yang, Mingan 2 Young, Alexander L. 2 Zaas, Aimee K. 2 Zhou, Jing 2 Zhu, Bin 1 Absil, Pierre-Antoine 1 Anthoine, Sandrine 1 Antoniano-Villalobos, Isadora 1 Arbes, Samuel J. jun. 1 Avalos-Pacheco, Alejandra 1 Bajwa, Waheed Uz Zaman ...and 205 more Co-Authors all top 5 Serials 44 Journal of the American Statistical Association 38 Biometrics 33 Biometrika 18 Journal of Machine Learning Research (JMLR) 10 The Annals of Applied Statistics 10 Bayesian Analysis 7 Statistica Sinica 7 Biostatistics 5 Statistics & Probability Letters 5 IEEE Transactions on Signal Processing 5 Journal of the Royal Statistical Society. Series B. Statistical Methodology 4 The Annals of Statistics 3 Annals of the Institute of Statistical Mathematics 3 Computational Statistics and Data Analysis 2 Journal of Multivariate Analysis 2 Applied and Computational Harmonic Analysis 2 Lifetime Data Analysis 2 Bernoulli 2 Statistics and Its Interface 2 Journal of Computational and Graphical Statistics 2 Information and Inference 1 Journal of Mathematical Biology 1 Psychometrika 1 Biometrical Journal 1 International Statistical Review 1 Journal of Statistical Planning and Inference 1 Operations Research 1 Statistical Science 1 Neural Networks 1 Stochastic Processes and their Applications 1 SIAM Journal on Optimization 1 SIAM Journal on Scientific Computing 1 Journal of Nonparametric Statistics 1 Mathematical Population Studies 1 Journal of the Royal Statistical Society. Series C. Applied Statistics 1 Journal of Applied Statistics 1 IEEE Transactions on Image Processing 1 Lecture Notes in Statistics 1 Electronic Journal of Statistics 1 SIAM Journal on Imaging Sciences 1 Sankhyā. Series B 1 Statistics and Computing 1 Chapman & Hall/CRC Texts in Statistical Science Series 1 SIAM Journal on Mathematics of Data Science all top 5 Fields 220 Statistics (62-XX) 58 Numerical analysis (65-XX) 28 Probability theory and stochastic processes (60-XX) 22 Biology and other natural sciences (92-XX) 13 Computer science (68-XX) 6 Information and communication theory, circuits (94-XX) 4 Operations research, mathematical programming (90-XX) 4 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 3 General and overarching topics; collections (00-XX) 2 Combinatorics (05-XX) 2 Functional analysis (46-XX) 2 Geophysics (86-XX) 1 History and biography (01-XX) 1 Partial differential equations (35-XX) 1 Harmonic analysis on Euclidean spaces (42-XX) 1 Geometry (51-XX) 1 Differential geometry (53-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 200 Publications have been cited 3,069 times in 2,042 Documents Cited by ▼ Year ▼ Bayesian data analysis. 3rd revised and updated ed. Zbl 1279.62004 Gelman, Andrew; Carlin, John B.; Stern, Hal S.; Dunson, David B.; Vehtari, Akti; Rubin, Donald B. 493 2014 Dirichlet-Laplace priors for optimal shrinkage. Zbl 1373.62368 Bhattacharya, Anirban; Pati, Debdeep; Pillai, Natesh S.; Dunson, David B. 113 2015 Sparse Bayesian infinite factor models. Zbl 1215.62025 Bhattacharya, A.; Dunson, D. B. 80 2011 Kernel stick-breaking processes. Zbl 1437.62448 Dunson, David B.; Park, Ju-Hyun 79 2008 Generalized double Pareto shrinkage. Zbl 1259.62061 Armagan, Artin; Dunson, David B.; Lee, Jaeyong 79 2013 Random effects selection in linear mixed models. Zbl 1214.62027 Chen, Zhen; Dunson, David B. 77 2003 Bayesian spatial quantile regression. Zbl 1396.62263 Reich, Brian J.; Fuentes, Montserrat; Dunson, David B. 73 2011 Nonparametric Bayes conditional distribution modeling with variable selection. Zbl 1205.62039 Chung, Yeonseung; Dunson, David B. 64 2009 Bayesian density regression. Zbl 1120.62025 Dunson, David B.; Pillai, Natesh; Park, Ju-Hyun 63 2007 The nested Dirichlet process. Zbl 1205.62062 Rodríguez, Abel; Dunson, David B.; Gelfand, Alan E. 58 2008 Nonparametric Bayesian models through probit stick-breaking processes. Zbl 1330.62120 Dunson, David B.; Rodríguez, Abel 53 2011 Fixed and random effects selection in linear and logistic models. Zbl 1147.62022 Kinney, Satkartar K.; Dunson, David B. 46 2007 Bayesian isotonic regression and trend analysis. Zbl 1125.62023 Neelon, Brian; Dunson, David B. 41 2004 Nonparametric Bayes modeling of multivariate categorical data. Zbl 1388.62151 Dunson, David B.; Xing, Chuanhua 41 2009 Posterior contraction in sparse Bayesian factor models for massive covariance matrices. Zbl 1305.62124 Pati, Debdeep; Bhattacharya, Anirban; Pillai, Natesh S.; Dunson, David 38 2014 Bayesian multivariate logistic regression. Zbl 1274.62375 O’Brien, Sean M.; Dunson, David B. 36 2004 Dynamic latent trait models for multidimensional longitudinal data. Zbl 1040.62100 Dunson, David B. 36 2003 Approximate Bayesian inference for quantiles. Zbl 1061.62051 Dunson, David B.; Taylor, Jack A. 34 2005 Scalable Bayes via barycenter in Wasserstein space. Zbl 1444.62037 Srivastava, Sanvesh; Li, Cheng; Dunson, David B. 34 2018 Bayesian Gaussian copula factor models for mixed data. Zbl 06195968 Murray, Jared S.; Dunson, David B.; Carin, Lawrence; Lucas, Joseph E. 33 2013 A Bayesian approach for joint modeling of cluster size and subunit-specific outcomes. Zbl 1210.62023 Dunson, David B.; Chen, Zhen; Harry, Jean 30 2003 Bayesian monotone regression using Gaussian process projection. Zbl 1452.62285 Lin, Lizhen; Dunson, David B. 30 2014 Multivariate convex regression with adaptive partitioning. Zbl 1318.62225 Hannah, Lauren A.; Dunson, David B. 30 2013 Bayesian kernel mixtures for counts. Zbl 1233.62041 Canale, Antonio; Dunson, David B. 29 2011 Nonparametric Bayes dynamic modelling of relational data. Zbl 1306.62075 Durante, Daniele; Dunson, David B. 29 2014 Bayesian variable selection in quantile regression. Zbl 1327.62135 Chen, Cathy W. S.; Dunson, David B.; Reed, Craig; Yu, Keming 28 2013 Bayesian dynamic modeling of latent trait distributions. Zbl 1170.62375 Dunson, David B. 27 2006 Posterior consistency in conditional distribution estimation. Zbl 1277.62108 Pati, Debdeep; Dunson, David B.; Tokdar, Surya T. 27 2013 Robust Bayesian inference via coarsening. Zbl 1428.62287 Miller, Jeffrey W.; Dunson, David B. 26 2019 Bayesian models for multivariate current status data with informative censoring. Zbl 1209.62031 Dunson, David B.; Dinse, Gregg E. 25 2002 Bayesian covariance selection in generalized linear mixed models. Zbl 1097.62016 Cai, Bo; Dunson, David B. 25 2006 Bayesian inference on order-constrained parameters in generalized linear models. Zbl 1210.62097 Dunson, David B.; Neelon, Brian 24 2003 Bayesian latent variable models for mixed discrete outcomes. Zbl 1069.62094 Dunson, David B.; Herring, Amy H. 24 2005 Bayesian manifold regression. Zbl 1341.62196 Yang, Yun; Dunson, David B. 24 2016 Robust and scalable Bayes via a median of subset posterior measures. Zbl 1442.62056 Minsker, Stanislav; Srivastava, Sanvesh; Lin, Lizhen; Dunson, David B. 23 2017 Bayesian generalized product partition model. Zbl 1507.62242 Park, Ju-Hyun; Dunson, David B. 23 2010 Bayesian semiparametric structural equation models with latent variables. Zbl 1208.62048 Yang, Mingan; Dunson, David B. 22 2010 Bayesian nonparametric functional data analysis through density estimation. Zbl 1163.62027 Rodríguez, Abel; Dunson, David B.; Gelfand, Alan E. 21 2009 Semiparametric Bayes hierarchical models with mean and variance constraints. Zbl 1284.62187 Yang, Mingan; Dunson, David B.; Baird, Donna 21 2010 Bayesian selection and clustering of polymorphisms in functionally related genes. Zbl 1469.62367 Dunson, David B.; Herring, Amy H.; Engel, Stephanie M. 20 2008 Bayesian inference and testing of group differences in brain networks. Zbl 06873717 Durante, Daniele; Dunson, David B. 20 2018 Nonparametric Bayesian dictionary learning for analysis of noisy and incomplete images. Zbl 1373.62334 Zhou, Mingyuan; Chen, Haojun; Paisley, John; Ren, Lu; Li, Lingbo; Xing, Zhengming; Dunson, David; Sapiro, Guillermo; Carin, Lawrence 20 2012 Latent nested nonparametric priors (with discussion). Zbl 1436.62108 Camerlenghi, Federico; Dunson, David B.; Lijoi, Antonio; Prünster, Igor; Rodríguez, Abel 20 2019 Posterior consistency in linear models under shrinkage priors. Zbl 1279.62139 Armagan, A.; Dunson, D. B.; Lee, J.; Bajwa, W. U.; Strawn, N. 20 2013 Nonparametric Bayesian density estimation on manifolds with applications to planar shapes. Zbl 1204.62053 Bhattacharya, Abhishek; Dunson, David B. 19 2010 Bayesian semiparametric isotonic regression for count data. Zbl 1117.62322 Dunson, David B. 18 2005 Bayesian factorizations of big sparse tensors. Zbl 1373.62282 Zhou, Jing; Bhattacharya, Anirban; Herring, Amy H.; Dunson, David B. 18 2015 MCMC for imbalanced categorical data. Zbl 1428.62114 Johndrow, James E.; Smith, Aaron; Pillai, Natesh; Dunson, David B. 18 2019 Anisotropic function estimation using multi-bandwidth Gaussian processes. Zbl 1360.62168 Bhattacharya, Anirban; Pati, Debdeep; Dunson, David 18 2014 Compressive sensing on manifolds using a nonparametric mixture of factor analyzers: algorithm and performance bounds. Zbl 1392.94139 Chen, Minhua; Silva, Jorge; Paisley, John; Wang, Chunping; Dunson, David; Carin, Lawrence 18 2010 Bayesian tensor regression. Zbl 1440.62253 Guhaniyogi, Rajarshi; Qamar, Shaan; Dunson, David B. 17 2017 Bayesian latent factor regression for functional and longitudinal data. Zbl 1258.62030 Montagna, Silvia; Tokdar, Surya T.; Neelon, Brian; Dunson, David B. 17 2012 Bayesian geostatistical modelling with informative sampling locations. Zbl 1214.62029 Pati, D.; Reich, B. J.; Dunson, D. B. 16 2011 Bivariate binomial spatial modeling of Loa loa prevalence in tropical Africa. With comments and rejoinder. Zbl 1469.86015 Crainiceanu, Ciprian M.; Diggle, Peter J.; Rowlingson, Barry 16 2008 Bayesian semiparametric joint models for functional predictors. Zbl 1388.62181 Bigelow, Jamie L.; Dunson, David B. 16 2009 Logistic stick-breaking process. Zbl 1280.62079 Ren, Lu; Du, Lan; Carin, Lawrence; Dunson, David 16 2011 Efficient Gaussian process regression for large datasets. Zbl 1284.62257 Banerjee, Anjishnu; Dunson, David B.; Tokdar, Surya T. 16 2013 Improving prediction from Dirichlet process mixtures via enrichment. Zbl 1319.62085 Wade, Sara; Dunson, David B.; Petrone, Sonia; Trippa, Lorenzo 15 2014 Nonparametric Bayes classification and hypothesis testing on manifolds. Zbl 1281.62033 Bhattacharya, Abhishek; Dunson, David 14 2012 The matrix stick-breaking process. Flexible Bayes meta-analysis. Zbl 1471.62502 Dunson, David B.; Xue, Ya; Carin, Lawrence 14 2008 Bayesian compressed regression. Zbl 1373.62100 Guhaniyogi, Rajarshi; Dunson, David B. 14 2015 Bayesian semiparametric dynamic frailty models for multiple event time data. Zbl 1116.62127 Pennell, Michael L.; Dunson, David B. 13 2006 The local Dirichlet process. Zbl 1432.62083 Chung, Yeonseung; Dunson, David B. 13 2011 Latent stick-breaking processes. Zbl 1392.60050 Rodríguez, Abel; Dunson, David B.; Gelfand, Alan E. 13 2010 Discontinuous Hamiltonian Monte Carlo for discrete parameters and discontinuous likelihoods. Zbl 1441.62079 Nishimura, Akihiko; Dunson, David B.; Lu, Jianfeng 13 2020 Simplex factor models for multivariate unordered categorical data. Zbl 1263.62097 Bhattacharya, Anirban; Dunson, David B. 13 2012 Nonparametric Bayes local partition models for random effects. Zbl 1163.62084 Dunson, David B. 12 2009 Multitask compressive sensing. Zbl 1391.94258 Ji, Shihao; Dunson, David; Carin, Lawrence 12 2009 Simple, scalable and accurate posterior interval estimation. Zbl 07072234 Li, Cheng; Srivastava, Sanvesh; Dunson, David B. 12 2017 Bayesian nonparametric inference on stochastic ordering. Zbl 1437.62449 Dunson, David B.; Peddada, Shyamal D. 11 2008 Bayesian nonparametric covariance regression. Zbl 1351.62090 Fox, Emily B.; Dunson, David B. 11 2015 Bayes variable selection in semiparametric linear models. Zbl 1367.62069 Kundu, Suprateek; Dunson, David B. 11 2014 A transformation approach for incorporating monotone or unimodal constraints. Zbl 1071.62101 Gunn, Laura H.; Dunson, David B. 10 2005 Semiparametric Bayes proportional odds models for current status data with underreporting. Zbl 1226.62131 Wang, Lianming; Dunson, David B. 10 2011 Bayesian multivariate isotonic regression splines. Zbl 1333.62267 Cai, Bo; Dunson, David B. 10 2007 Bayesian graphical models for multivariate functional data. Zbl 1436.62722 Zhu, Hongxiao; Strawn, Nate; Dunson, David B. 10 2016 Functional clustering in nested designs: modeling variability in reproductive epidemiology studies. Zbl 1303.62040 Rodriguez, Abel; Dunson, David B. 10 2014 Common and individual structure of brain networks. Zbl 1417.62332 Wang, Lu; Zhang, Zhengwu; Dunson, David 10 2019 Spectral convergence of graph Laplacian and heat kernel reconstruction in \(L^\infty\) from random samples. Zbl 1472.62178 Dunson, David B.; Wu, Hau-Tieng; Wu, Nan 10 2021 Statistics in the big data era: failures of the machine. Zbl 1489.62411 Dunson, David B. 10 2018 Factor analytic models of clustered multivariate data with informative censoring. Zbl 1209.62144 Dunson, David B.; Perreault, Sally D. 9 2001 Bayesian latent variable models for median regression on multiple outcomes. Zbl 1210.62024 Dunson, David B.; Watson, M.; Taylor, Jack A. 9 2003 Bayesian inferences on predictors of conception probabilities. Zbl 1077.62106 Dunson, David B.; Stanford, Joseph B. 9 2005 Modeling tumor onset and multiplicity using transition models with latent variables. Zbl 1059.62642 Dunson, D. B.; Haseman, J. K. 9 1999 Latent factor models for density estimation. Zbl 1334.62051 Kundu, S.; Dunson, D. B. 9 2014 Tensor decompositions and sparse log-linear models. Zbl 1367.62180 Johndrow, James E.; Bhattacharya, Anirban; Dunson, David B. 9 2017 Bayesian cumulative shrinkage for infinite factorizations. Zbl 1451.62068 Legramanti, Sirio; Durante, Daniele; Dunson, David B. 9 2020 Bayesian sparse linear regression with unknown symmetric error. Zbl 1472.62107 Chae, Minwoo; Lin, Lizhen; Dunson, David B. 8 2019 Bayesian nonparametric regression with varying residual density. Zbl 1281.62102 Pati, Debdeep; Dunson, David B. 8 2014 Intrinsic Gaussian processes on complex constrained domains. Zbl 1420.62274 Niu, Mu; Cheung, Pokman; Lin, Lizhen; Dai, Zhenwen; Lawrence, Neil; Dunson, David 8 2019 Extrinsic Gaussian processes for regression and classification on manifolds. Zbl 1421.62075 Lin, Lizhen; Mu, Niu; Cheung, Pokman; Dunson, David 8 2019 Bayesian hierarchical functional data analysis via contaminated informative priors. Zbl 1172.62059 Scarpa, Bruno; Dunson, David B. 7 2009 Bayesian adaptive regression splines for hierarchical data. Zbl 1147.62089 Bigelow, Jamie L.; Dunson, David B. 7 2007 Strong consistency of nonparametric Bayes density estimation on compact metric spaces with applications to specific manifolds. Zbl 1254.62038 Bhattacharya, Abhishek; Dunson, David B. 7 2012 Random effect and latent variable model selection. Zbl 1145.62003 6 2008 Bayesian modeling of the level and duration of fertility in the menstrual cycle. Zbl 1209.62279 Dunson, David B. 6 2001 Models for papilloma multiplicity and regression: applications to transgenic mouse studies. Zbl 0974.62099 Dunson, D. B. 6 2000 Bayesian multivariate mixed-scale density estimation. Zbl 1405.62037 Canale, Antonio; Dunson, David B. 6 2015 Bayesian modeling of markers of day-specific fertility. Zbl 1047.62105 Dunson, David B.; Colombo, Bernardo 6 2003 Bayesian inferences on umbrella orderings. Zbl 1087.62123 Hans, Chris; Dunson, David B. 6 2005 Graph based Gaussian processes on restricted domains. Zbl 07593417 Dunson, David B.; Wu, Hau-Tieng; Wu, Nan 3 2022 Gaussian process subspace prediction for model reduction. Zbl 1492.60090 Zhang, Ruda; Mak, Simon; Dunson, David 2 2022 Spatial multivariate trees for big data Bayesian regression. Zbl 07625170 Peruzzi, Michele; Dunson, David B. 1 2022 Generalized infinite factorization models. Zbl 07582654 Schiavon, L.; Canale, A.; Dunson, D. B. 1 2022 Extended stochastic block models with application to criminal networks. Zbl 1498.62323 Legramanti, Sirio; Rigon, Tommaso; Durante, Daniele; Dunson, David B. 1 2022 Spectral convergence of graph Laplacian and heat kernel reconstruction in \(L^\infty\) from random samples. Zbl 1472.62178 Dunson, David B.; Wu, Hau-Tieng; Wu, Nan 10 2021 Monte Carlo simulation on the Stiefel manifold via polar expansion. Zbl 07499906 Jauch, Michael; Hoff, Peter D.; Dunson, David B. 3 2021 Bayesian factor analysis for inference on interactions. Zbl 1510.62135 Ferrari, Federico; Dunson, David B. 3 2021 Perturbed factor analysis: accounting for group differences in exposure profiles. Zbl 1478.62342 Roy, Arkaprava; Lavine, Isaac; Herring, Amy H.; Dunson, David B. 2 2021 Centered partition processes: informative priors for clustering (with discussion). Zbl 1483.62109 Paganin, Sally; Herring, Amy H.; Olshan, Andrew F.; Dunson, David B. 2 2021 Bayesian joint modeling of chemical structure and dose response curves. Zbl 1478.62337 Moran, Kelly R.; Dunson, David; Wheeler, Matthew W.; Herring, Amy H. 1 2021 Approximating posteriors with high-dimensional nuisance parameters via integrated rotated Gaussian approximation. Zbl 07458254 van den Boom, W.; Reeves, G.; Dunson, D. B. 1 2021 Bayesian distance clustering. Zbl 07626739 Duan, Leo L.; Dunson, David B. 1 2021 Discontinuous Hamiltonian Monte Carlo for discrete parameters and discontinuous likelihoods. Zbl 1441.62079 Nishimura, Akihiko; Dunson, David B.; Lu, Jianfeng 13 2020 Bayesian cumulative shrinkage for infinite factorizations. Zbl 1451.62068 Legramanti, Sirio; Durante, Daniele; Dunson, David B. 9 2020 The Hastings algorithm at fifty. Zbl 1435.62042 Dunson, D. B.; Johndrow, J. E. 6 2020 Efficient posterior sampling for high-dimensional imbalanced logistic regression. Zbl 1457.62221 Sen, Deborshee; Sachs, Matthias; Lu, Jianfeng; Dunson, David B. 4 2020 Random orthogonal matrices and the Cayley transform. Zbl 1466.60010 Jauch, Michael; Hoff, Peter D.; Dunson, David B. 4 2020 Recycling intermediate steps to improve Hamiltonian Monte Carlo. Zbl 1480.62060 Nishimura, Akihiko; Dunson, David 3 2020 Targeted random projection for prediction from high-dimensional features. Zbl 1453.62515 Mukhopadhyay, Minerva; Dunson, David B. 3 2020 Bayesian constraint relaxation. Zbl 1435.62382 Duan, Leo L.; Young, Alexander L.; Nishimura, Akihiko; Dunson, David B. 2 2020 Identifying main effects and interactions among exposures using Gaussian processes. Zbl 1498.62212 Ferrari, Federico; Dunson, David B. 2 2020 Comparing and weighting imperfect models using D-probabilities. Zbl 1441.62078 Li, Meng; Dunson, David B. 1 2020 Nonparametric graphical model for counts. Zbl 07306910 Roy, Arkaprava; Dunson, David B. 1 2020 Estimating densities with non-linear support by using Fisher-Gaussian kernels. Zbl 07554791 Mukhopadhyay, Minerva; Li, Didong; Dunson, David B. 1 2020 Robust Bayesian inference via coarsening. Zbl 1428.62287 Miller, Jeffrey W.; Dunson, David B. 26 2019 Latent nested nonparametric priors (with discussion). Zbl 1436.62108 Camerlenghi, Federico; Dunson, David B.; Lijoi, Antonio; Prünster, Igor; Rodríguez, Abel 20 2019 MCMC for imbalanced categorical data. Zbl 1428.62114 Johndrow, James E.; Smith, Aaron; Pillai, Natesh; Dunson, David B. 18 2019 Common and individual structure of brain networks. Zbl 1417.62332 Wang, Lu; Zhang, Zhengwu; Dunson, David 10 2019 Bayesian sparse linear regression with unknown symmetric error. Zbl 1472.62107 Chae, Minwoo; Lin, Lizhen; Dunson, David B. 8 2019 Intrinsic Gaussian processes on complex constrained domains. Zbl 1420.62274 Niu, Mu; Cheung, Pokman; Lin, Lizhen; Dai, Zhenwen; Lawrence, Neil; Dunson, David 8 2019 Extrinsic Gaussian processes for regression and classification on manifolds. Zbl 1421.62075 Lin, Lizhen; Mu, Niu; Cheung, Pokman; Dunson, David 8 2019 Nonparametric Bayes models of fiber curves connecting brain regions. Zbl 1428.62485 Zhang, Zhengwu; Descoteaux, Maxime; Dunson, David B. 4 2019 Symmetric bilinear regression for signal subgraph estimation. Zbl 1458.62157 Wang, Lu; Zhang, Zhengwu; Dunson, David 4 2019 On posterior consistency of tail index for Bayesian kernel mixture models. Zbl 1466.62268 Li, Cheng; Lin, Lizhen; Dunson, David B. 3 2019 Scalable Bayes via barycenter in Wasserstein space. Zbl 1444.62037 Srivastava, Sanvesh; Li, Cheng; Dunson, David B. 34 2018 Bayesian inference and testing of group differences in brain networks. Zbl 06873717 Durante, Daniele; Dunson, David B. 20 2018 Statistics in the big data era: failures of the machine. Zbl 1489.62411 Dunson, David B. 10 2018 Scaling up data augmentation MCMC via calibration. Zbl 1412.62101 Duan, Leo L.; Johndrow, James E.; Dunson, David B. 5 2018 Theoretical limits of microclustering for record linkage. Zbl 07072422 Johndrow, J. E.; Lum, K.; Dunson, D. B. 3 2018 Fast moment estimation for generalized latent Dirichlet models. Zbl 1409.62119 Zhao, Shiwen; Engelhardt, Barbara E.; Mukherjee, Sayan; Dunson, David B. 1 2018 Bayesian conditional density filtering. Zbl 07498941 Guhaniyogi, Rajarshi; Qamar, Shaan; Dunson, David B. 1 2018 Robust and scalable Bayes via a median of subset posterior measures. Zbl 1442.62056 Minsker, Stanislav; Srivastava, Sanvesh; Lin, Lizhen; Dunson, David B. 23 2017 Bayesian tensor regression. Zbl 1440.62253 Guhaniyogi, Rajarshi; Qamar, Shaan; Dunson, David B. 17 2017 Simple, scalable and accurate posterior interval estimation. Zbl 07072234 Li, Cheng; Srivastava, Sanvesh; Dunson, David B. 12 2017 Tensor decompositions and sparse log-linear models. Zbl 1367.62180 Johndrow, James E.; Bhattacharya, Anirban; Dunson, David B. 9 2017 Bayesian nonparametric inference on the Stiefel manifold. Zbl 1362.62071 Lin, Lizhen; Rao, Vinayak; Dunson, David 5 2017 Expandable factor analysis. Zbl 07072233 Srivastava, Sanvesh; Engelhardt, Barbara E.; Dunson, David B. 4 2017 Exploiting big data in logistics risk assessment via Bayesian nonparametrics. Zbl 1382.90016 Shang, Yan; Dunson, David; Song, Jing-Sheng 2 2017 Bayesian functional data modeling for heterogeneous volatility. Zbl 1384.62122 Zhu, Bin; Dunson, David B. 1 2017 Bayesian local extremum splines. Zbl 07072337 Wheeler, M. W.; Dunson, D. B.; Herring, Amy H. 1 2017 Bayesian manifold regression. Zbl 1341.62196 Yang, Yun; Dunson, David B. 24 2016 Bayesian graphical models for multivariate functional data. Zbl 1436.62722 Zhu, Hongxiao; Strawn, Nate; Dunson, David B. 10 2016 Nonparametric Bayes modeling with sample survey weights. Zbl 1384.62031 Kunihama, T.; Herring, A. H.; Halpern, C. T.; Dunson, D. B. 6 2016 Locally adaptive dynamic networks. Zbl 1454.62495 Durante, Daniele; Dunson, David B. 6 2016 Data augmentation for models based on rejection sampling. Zbl 1499.62411 Rao, Vinayak; Lin, Lizhen; Dunson, David B. 5 2016 Bayesian inference on quasi-sparse count data. Zbl 1506.62344 Datta, Jyotishka; Dunson, David B. 5 2016 Sub-optimality of some continuous shrinkage priors. Zbl 1419.62050 Bhattacharya, Anirban; Dunson, David B.; Pati, Debdeep; Pillai, Natesh S. 4 2016 Compressed Gaussian process for manifold regression. Zbl 1367.62121 Guhaniyogi, Rajarshi; Dunson, David B. 3 2016 Multiscale Bernstein polynomials for densities. Zbl 1360.62156 Canale, Antonio; Dunson, David B. 3 2016 Nonparametric Bayes inference on conditional independence. Zbl 1452.62313 Kunihama, Tsuyoshi; Dunson, David B. 2 2016 Nonparametric Bayes modeling for case control studies with many predictors. Zbl 1393.62118 Zhou, Jing; Herring, Amy H.; Bhattacharya, Anirban; Olshan, Andrew F.; Dunson, David B.; The National Birth Defects Prevention Study 2 2016 Subspace segmentation by dense block and sparse representation. Zbl 1414.68078 Tang, Kewei; Dunson, David B.; Su, Zhixun; Liu, Risheng; Zhang, Jie; Dong, Jiangxin 2 2016 Removing cradle artifacts in X-ray images of paintings. Zbl 1381.94030 Yin, Rujie; Cornelis, Bruno; Fodor, Gabor; Ocon, Noelle; Dunson, David; Daubechies, Ingrid 1 2016 Dirichlet-Laplace priors for optimal shrinkage. Zbl 1373.62368 Bhattacharya, Anirban; Pati, Debdeep; Pillai, Natesh S.; Dunson, David B. 113 2015 Bayesian factorizations of big sparse tensors. Zbl 1373.62282 Zhou, Jing; Bhattacharya, Anirban; Herring, Amy H.; Dunson, David B. 18 2015 Bayesian compressed regression. Zbl 1373.62100 Guhaniyogi, Rajarshi; Dunson, David B. 14 2015 Bayesian nonparametric covariance regression. Zbl 1351.62090 Fox, Emily B.; Dunson, David B. 11 2015 Bayesian multivariate mixed-scale density estimation. Zbl 1405.62037 Canale, Antonio; Dunson, David B. 6 2015 Shared kernel Bayesian screening. Zbl 1419.62104 Lock, Eric F.; Dunson, David B. 4 2015 Marginally specified priors for non-parametric Bayesian estimation. Zbl 1414.62090 Kessler, David C.; Hoff, Peter D.; Dunson, David B. 2 2015 Bayesian data analysis. 3rd revised and updated ed. Zbl 1279.62004 Gelman, Andrew; Carlin, John B.; Stern, Hal S.; Dunson, David B.; Vehtari, Akti; Rubin, Donald B. 493 2014 Posterior contraction in sparse Bayesian factor models for massive covariance matrices. Zbl 1305.62124 Pati, Debdeep; Bhattacharya, Anirban; Pillai, Natesh S.; Dunson, David 38 2014 Bayesian monotone regression using Gaussian process projection. Zbl 1452.62285 Lin, Lizhen; Dunson, David B. 30 2014 Nonparametric Bayes dynamic modelling of relational data. Zbl 1306.62075 Durante, Daniele; Dunson, David B. 29 2014 Anisotropic function estimation using multi-bandwidth Gaussian processes. Zbl 1360.62168 Bhattacharya, Anirban; Pati, Debdeep; Dunson, David 18 2014 Improving prediction from Dirichlet process mixtures via enrichment. Zbl 1319.62085 Wade, Sara; Dunson, David B.; Petrone, Sonia; Trippa, Lorenzo 15 2014 Bayes variable selection in semiparametric linear models. Zbl 1367.62069 Kundu, Suprateek; Dunson, David B. 11 2014 Functional clustering in nested designs: modeling variability in reproductive epidemiology studies. Zbl 1303.62040 Rodriguez, Abel; Dunson, David B. 10 2014 Latent factor models for density estimation. Zbl 1334.62051 Kundu, S.; Dunson, D. B. 9 2014 Bayesian nonparametric regression with varying residual density. Zbl 1281.62102 Pati, Debdeep; Dunson, David B. 8 2014 Enriched stick-breaking processes for functional data. Zbl 1367.62096 Scarpa, Bruno; Dunson, David B. 4 2014 Bayesian multiscale modeling of closed curves in point clouds. Zbl 1368.62278 Gu, Kelvin; Pati, Debdeep; Dunson, David B. 4 2014 Bayesian dynamic financial networks with time-varying predictors. Zbl 1400.62174 Durante, Daniele; Dunson, David B. 3 2014 Mechanistic hierarchical Gaussian processes. Zbl 1368.62068 Wheeler, Matthew W.; Dunson, David B.; Pandalai, Sudha P.; Baker, Brent A.; Herring, Amy H. 3 2014 Semiconvex regression for metamodeling-based optimization. Zbl 1297.62071 Hannah, Lauren A.; Powell, Warren B.; Dunson, David B. 2 2014 Adaptive sampling for Bayesian geospatial models. Zbl 1332.62367 Yang, Hongxia; Liu, Fei; Ji, Chunlin; Dunson, David 2 2014 Locally adaptive factor processes for multivariate time series. Zbl 1319.62191 Durante, Daniele; Scarpa, Bruno; Dunson, David B. 2 2014 Generalized double Pareto shrinkage. Zbl 1259.62061 Armagan, Artin; Dunson, David B.; Lee, Jaeyong 79 2013 Bayesian Gaussian copula factor models for mixed data. Zbl 06195968 Murray, Jared S.; Dunson, David B.; Carin, Lawrence; Lucas, Joseph E. 33 2013 Multivariate convex regression with adaptive partitioning. Zbl 1318.62225 Hannah, Lauren A.; Dunson, David B. 30 2013 Bayesian variable selection in quantile regression. Zbl 1327.62135 Chen, Cathy W. S.; Dunson, David B.; Reed, Craig; Yu, Keming 28 2013 Posterior consistency in conditional distribution estimation. Zbl 1277.62108 Pati, Debdeep; Dunson, David B.; Tokdar, Surya T. 27 2013 Posterior consistency in linear models under shrinkage priors. Zbl 1279.62139 Armagan, A.; Dunson, D. B.; Lee, J.; Bajwa, W. U.; Strawn, N. 20 2013 Efficient Gaussian process regression for large datasets. Zbl 1284.62257 Banerjee, Anjishnu; Dunson, David B.; Tokdar, Surya T. 16 2013 Classification via Bayesian nonparametric learning of affine subspaces. Zbl 06158335 Page, Garritt; Bhattacharya, Abhishek; Dunson, David 5 2013 Bayesian modeling of temporal dependence in large sparse contingency tables. Zbl 1283.62120 Kunihama, Tsuyoshi; Dunson, David B. 5 2013 Locally adaptive Bayes nonparametric regression via nested Gaussian processes. Zbl 1283.62091 Zhu, Bin; Dunson, David B. 5 2013 Nonparametric Bayes modelling of count processes. Zbl 1279.62202 Canale, Antonio; Dunson, David B. 3 2013 Spatio-temporal modeling of legislation and votes. Zbl 1329.62477 Wang, Eric; Salazar, Esther; Dunson, David; Carin, Lawrence 1 2013 ...and 100 more Documents all cited Publications top 5 cited Publications all top 5 Cited by 3,962 Authors 83 Dunson, David Brian 23 Ghosal, Subhashis 21 Reich, Brian James 18 Quintana, Fernando Andrés 16 Alhamzawi, Rahim 15 Walker, Stephen Grahm 14 Müller, Peter 14 Yu, Keming 13 Pati, Debdeep 12 Durante, Daniele 12 Ghosh, Malay 12 Herring, Amy H. 12 Tang, Niansheng 11 Guindani, Michele 11 Mena, Ramsés H. 11 Rodríguez, Abel 10 Bhattacharya, Anirban 10 Canale, Antonio 10 Gelman, Andrew 10 Khare, Kshitij 10 Lee, Jaeyong 10 Leisen, Fabrizio 10 Lin, Lizhen 10 Morris, Jeffrey S. 10 Song, Xinyuan 10 Tian, Maozai 10 Tian, Yuzhu 10 Wang, Lianming 9 Bandyopadhyay, Dipankar 9 Choi, Taeryon 9 Das, Kiranmoy 9 Jara, Alejandro 8 Daniels, Michael J. 8 Fuentes, Montserrat 8 Griffin, Jim E. 8 Guhaniyogi, Rajarshi 8 Gutiérrez, Luis Miguel 8 Kottas, Athanasios 8 Lee, Kyoungjae 8 Lian, Heng 8 Lijoi, Antonio 8 Page, Garritt L. 8 Prünster, Igor 8 Reiter, Jerome P. 8 Ročková, Veronika 8 Savitsky, Terrance D. 8 Sun, Jianguo 8 Vannucci, Marina 8 Vehtari, Aki 7 Bondell, Howard D. 7 Ghosh, Pulak 7 Hanson, Timothy E. 7 Hoff, Peter D. 7 Kneib, Thomas 7 Mulder, Joris 7 Rigon, Tommaso 7 Sarkar, Abhra 7 Scarpa, Bruno 7 Yang, Mingan 6 Baladandayuthapani, Veerabhadran 6 Cai, Bo 6 Carin, Lawrence 6 Fox, Jean-Paul 6 Gelfand, Alan Enoch 6 Ghosh, Sujit Kumar 6 Girolami, Mark A. 6 Guglielmi, Alessandra 6 Hobert, James P. 6 Hoshino, Takahiro 6 Ickstadt, Katja 6 Ji, Yuan 6 Jo, Seongil 6 Jordan, Michael Irwin 6 Kowal, Daniel R. 6 Lesaffre, Emmanuel M. E. H. 6 Mallick, Bani K. 6 Mukherjee, Sayan 6 Nguyen, XuanLong 6 Nott, David John 6 Polson, Nicholas G. 6 Robert, Christian P. 6 Roy, Arkaprava 6 Srivastava, Sanvesh 6 Tang, Manlai 6 Trippa, Lorenzo 6 Wand, Matthew P. 5 Aliverti, Emanuele 5 Antonelli, Joseph L. 5 Antoniano-Villalobos, Isadora 5 Argiento, Raffaele 5 Banerjee, Sayantan 5 Barrientos, Andrés Felipe 5 Bazán, Jorge Luis 5 Bhadra, Anindya 5 Bhattacharya, Rabi N. 5 Caron, François 5 Casarin, Roberto 5 Cheng, Guang 5 De Iorio, Maria 5 Dey, Dipak Kumar ...and 3,862 more Authors all top 5 Cited in 224 Serials 138 The Annals of Applied Statistics 122 Bayesian Analysis 121 Computational Statistics and Data Analysis 109 Journal of the American Statistical Association 103 Biometrics 76 Statistics and Computing 59 Journal of Computational and Graphical Statistics 57 Electronic Journal of Statistics 53 Journal of Applied Statistics 47 The Annals of Statistics 45 Psychometrika 41 Statistical Science 41 Journal of Machine Learning Research (JMLR) 39 Computational Statistics 38 Communications in Statistics. 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Series B 9 Journal of Mathematical Psychology 9 International Journal of Approximate Reasoning 9 SIAM Journal on Scientific Computing 9 Journal of Nonparametric Statistics 9 Statistical Methods in Medical Research 9 Statistical Methods and Applications 9 Advances in Data Analysis and Classification. ADAC 9 SIAM Journal on Mathematics of Data Science 8 The Canadian Journal of Statistics 8 Annals of the Institute of Statistical Mathematics 8 Machine Learning 8 Statistical Applications in Genetics and Molecular Biology 7 Statistica Neerlandica 7 Insurance Mathematics & Economics 7 Journal of Classification 7 The Annals of Applied Probability 7 Journal of the Royal Statistical Society. Series B. Statistical Methodology 7 Biostatistics 6 Computer Methods in Applied Mechanics and Engineering 6 Bulletin of Mathematical Biology 6 Statistica 6 Statistics 6 Australian & New Zealand Journal of Statistics 6 Statistical Theory and Related Fields 5 Inverse Problems 5 Journal of Computational and Applied Mathematics 5 Metron 5 Statistical Papers 5 SIAM Journal on Imaging Sciences 5 Journal of Probability and Statistics 4 Journal of Scientific Computing 4 Neural Networks 4 Neural Computation 4 Computational Geosciences 4 Statistics Surveys 4 Environmetrics 3 Journal of Statistical Physics 3 Metrika 3 Information Sciences 3 Econometric Reviews 3 Pattern Recognition 3 Stochastic Processes and their Applications 3 Mathematical Programming. Series A. Series B 3 SIAM Journal on Optimization 3 Data Mining and Knowledge Discovery 3 Extremes 3 Acta Mathematica Sinica. 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Statistics and Operations Research Transactions 3 Journal of Business and Economic Statistics 3 SIAM Journal on Applied Algebra and Geometry 3 Japanese Journal of Statistics and Data Science 2 Journal of Fluid Mechanics 2 Mathematical Biosciences 2 Automatica 2 British Journal of Mathematical & Statistical Psychology 2 Journal of Applied Probability ...and 124 more Serials all top 5 Cited in 43 Fields 1,868 Statistics (62-XX) 272 Numerical analysis (65-XX) 193 Probability theory and stochastic processes (60-XX) 122 Biology and other natural sciences (92-XX) 121 Computer science (68-XX) 103 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 56 Operations research, mathematical programming (90-XX) 28 Information and communication theory, circuits (94-XX) 22 Geophysics (86-XX) 17 Combinatorics (05-XX) 13 Linear and multilinear algebra; matrix theory (15-XX) 12 Partial differential equations (35-XX) 12 Systems theory; control (93-XX) 8 Calculus of variations and optimal control; optimization (49-XX) 8 Fluid mechanics (76-XX) 8 Statistical mechanics, structure of matter (82-XX) 7 Dynamical systems and ergodic theory (37-XX) 6 History and biography (01-XX) 5 General and overarching topics; collections (00-XX) 4 Approximations and expansions (41-XX) 4 Differential geometry (53-XX) 3 Harmonic analysis on Euclidean spaces (42-XX) 3 Operator theory (47-XX) 3 Convex and discrete geometry (52-XX) 3 Mechanics of deformable solids (74-XX) 3 Relativity and gravitational theory (83-XX) 2 Mathematical logic and foundations (03-XX) 2 Algebraic geometry (14-XX) 2 Real functions (26-XX) 2 Several complex variables and analytic spaces (32-XX) 2 Functional analysis (46-XX) 2 Quantum theory (81-XX) 2 Astronomy and astrophysics (85-XX) 1 Field theory and polynomials (12-XX) 1 Ordinary differential equations (34-XX) 1 Difference and functional equations (39-XX) 1 Geometry (51-XX) 1 General topology (54-XX) 1 Manifolds and cell complexes (57-XX) 1 Global analysis, analysis on manifolds (58-XX) 1 Optics, electromagnetic theory (78-XX) 1 Classical thermodynamics, heat transfer (80-XX) 1 Mathematics education (97-XX) Citations by Year Wikidata Timeline The data are displayed as stored in Wikidata under a Creative Commons CC0 License. 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