David B. Dunson | Scholars@Duke

David B. Dunson
Arts and Sciences Professor of Statistical Science

Development of novel approaches for representing and analyzing complex data. A particular focus is on methods that incorporate geometric structure (both known and unknown) and on probabilistic approaches to characterize uncertainty. In addition, a big interest is in scalable algorithms and in developing approaches with provable guarantees.

This fundamental work is directly motivated by applications in biomedical research, network data analysis, neuroscience, genomics, ecology, and criminal justice.

Current Research Interests

Learning of low-dimensional geometric structure in data

Models for non-Euclidean objects - networks, trees, surfaces, etc

Scalable algorithms for huge data sets

Monte Carlo

Bayesian methods

Applications in neuroscience, genomics, environmental health, ecology, sports statistics

Current Appointments & Affiliations

Arts and Sciences Professor of Statistical Science, Statistical Science, Trinity College of Arts & Sciences 2013
Professor of Statistical Science, Statistical Science, Trinity College of Arts & Sciences 2008
Faculty Network Member of the Duke Institute for Brain Sciences, Duke Institute for Brain Sciences, University Institutes and Centers 2011

Contact Information

218 Old Chemistry Bldg, Durham, NC 27708
Box 90251, Durham, NC 27708-0251
dunson@duke.edu (919) 684-8025
GitHub repository - mostly code
Google scholar profile
NIPS 2018 Tutorial on Scalable Bayes
papers on arXiv

Background
Education, Training, & Certifications
- Ph.D., Emory University 1997
- B.S., Pennsylvania State University 1994
Duke Appointment History
- Professor in the Department of Electrical and Computer Engineering, Electrical and Computer Engineering, Pratt School of Engineering 2013 - 2018
- Professor in the Department of Mathematics, Mathematics, Trinity College of Arts & Sciences 2014 - 2017
Recognition
In the News
- FEB 20, 2017
  
  Creative People Have Better-Connected Brains
- FEB 15, 2017
  
  Dunson Awarded Carnegie Centenary Professorship
- JUN 1, 2015 Duke Research Blog
  
  Two Duke Teams Attempting to Map LinkedIn Universe
- APR 1, 2015
  
  Mice Sing Like Songbirds to Woo Mates
- APR 1, 2015 The Washington Post
  
  Mice sing just like birds, but we can’t hear them
- APR 1, 2015 The Guardian
  
  Squeaky serenade: male mice woo females with song, scientists discover
- JUN 28, 2013 The Atlantic
  
  How long can you wait to have a baby?
- JUN 4, 2013
  
  Exploring a New World of Social Data
Awards & Honors
Expertise
Subject Headings
Research
Selected Grants
- Reproducibility and Robustness of Dimensionality Reduction awarded by National Institutes of Health 2017 - 2022
- Postdoctoral Training in Genomic Medicine Research awarded by National Institutes of Health 2017 - 2022
- Structured nonparametric methods for mixtures of exposures awarded by National Institutes of Health 2018 - 2022
- CRCNS: Geometry-based Brain Connectome Analysis awarded by National Institutes of Health 2018 - 2021
- Scalable probabilistic inference for huge multi-domain graphs awarded by Alibaba Innovative Research 2017 - 2020
- Probabilistic learning of structure in complex data awarded by Office of Naval Research 2017 - 2020
- New methods for quantitative modeling of protein-DNA interactions awarded by National Institutes of Health 2015 - 2020
- An Integrated Nonparametric Bayesian and Deep Neural Network Framework for Biologically-Inspired Lifelong Learning awarded by Defense Advanced Research Projects Agency 2018 - 2020
- BIGDATA:F: Scalable Bayes uncertainty quantification with guarantees awarded by National Science Foundation 2015 - 2019
- Predicting Performance from Network Data awarded by U.S. Army Research Institute for the Behavioral and Social Sciences 2016 - 2019
- Network motifs in cortical computation awarded by University of California - Los Angeles 2016 - 2019
- Nonparametric Bayes Methods for Big Data in Neuroscience awarded by National Institutes of Health 2014 - 2019
- Air Quality by Genomics Interactions in a Cardiovascular Disease Cohort awarded by Health Effects Institute 2014 - 2017
- Bayesian learning for high-dimensional low sample size data awarded by Office of Naval Research 2014 - 2017
- LAS DO6: Theory and Methods for Coarsened Decision Making; Synthetic Data Release: The Tradeoff between Privacy and Utility of Big Data awarded by North Carolina State University 2016
- NCRN-MN:Triangle Census Research Network awarded by National Science Foundation 2011 - 2016
- Bayesian Methods for High-Dimensional Epidemiologic Data awarded by University of North Carolina - Chapel Hill 2011 - 2016
- Predicting Treatment Futility in Refractory Diffuse Large B cell Lymphoma awarded by Leukemia & Lymphoma Society 2014 - 2015
- Bayesian Methods for Assessing Gene by Environment Interactions awarded by National Institutes of Health 2009 - 2015
- Nonparametric Bayes Methods for Biomedical Studies awarded by National Institutes of Health 2009 - 2015
- Emergence of Cardiometabolic Risk Across the Lifecycle in China awarded by University of North Carolina - Chapel Hill 2013 - 2014
- Exome-wide screening for common mutations in lymphoma awarded by National Institutes of Health 2011 - 2013
- Transfer and Active Learning for Intent Recognition awarded by Office of Naval Research 2008 - 2012
Publications & Artistic Works
Selected Publications
- Books
  - Gelman, A, Carlin, JB, Stern, HS, Dunson, DB, Vehtari, A, and Rubin, DB. Bayesian data analysis, third edition. January 1, 2013.
- Academic Articles
  - Srivastava, S, Li, C, and Dunson, DB. "Scalable Bayes via barycenter in Wasserstein space." Journal of Machine Learning Research 19 (August 1, 2018): 1-35.
  - van den Boom, W, Mao, C, Schroeder, RA, and Dunson, DB. "Extrema-weighted feature extraction for functional data." Bioinformatics (Oxford, England) 34, no. 14 (July 2018): 2457-2464. Full Text
  - Shterev, ID, Dunson, DB, Chan, C, and Sempowski, GD. "Bayesian Multi-Plate High-Throughput Screening of Compounds." Scientific Reports 8, no. 1 (June 22, 2018): 9551-null. Full Text
  - Johndrow, JE, Lum, K, and Dunson, DB. "Theoretical limits of microclustering for record linkage." Biometrika 105, no. 2 (June 2018): 431-446. Full Text
  - Miller, JW, and Dunson, DB. "Robust Bayesian inference via coarsening." Journal of the American Statistical Association (May 3, 2018): 1-31. Full Text
  - Zhang, Z, Descoteaux, M, Zhang, J, Girard, G, Chamberland, M, Dunson, D, Srivastava, A, and Zhu, H. "Mapping population-based structural connectomes." Neuroimage 172 (May 2018): 130-145. Full Text
  - Sarkar, A, Chabout, J, Macopson, JJ, Jarvis, ED, and Dunson, DB. "Bayesian Semiparametric Mixed Effects Markov Models With Application to Vocalization Syntax." Journal of the American Statistical Association (January 19, 2018): 1-13. Full Text
  - Guhaniyogi, R, Qamar, S, and Dunson, DB. "Bayesian Conditional Density Filtering." Journal of Computational and Graphical Statistics (January 9, 2018): 0-0. Full Text
  - Bertrán, MA, Martínez, NL, Wang, Y, Dunson, D, Sapiro, G, and Ringach, D. "Active learning of cortical connectivity from two-photon imaging data." Plos One 13, no. 5 (January 2018): e0196527-null. Full Text
  - Dunson, DB. "Statistics in the big data era: Failures of the machine (Accepted)." Statistics and Probability Letters (January 1, 2018). Full Text
  - Minsker, S, Srivastava, S, Lin, L, and Dunson, DB. "Robust and scalable bayes via a median of subset posterior measures." Journal of Machine Learning Research 18 (December 1, 2017): 1-40.
  - Shang, Y, Dunson, D, and Song, J-S. "Exploiting Big Data in Logistics Risk Assessment via Bayesian Nonparametrics." Operations Research 65, no. 6 (December 2017): 1574-1588. Full Text
  - Wheeler, MW, Dunson, DB, and Herring, AH. "Bayesian Local Extremum Splines." Biometrika 104, no. 4 (December 2017): 939-952.
  - Wheeler, MW, Dunson, DB, and Herring, AH. "Bayesian local extremum splines." Biometrika 104, no. 4 (December 1, 2017): 939-952.
  - Durante, D, Dunson, DB, and Vogelstein, JT. "Nonparametric Bayes Modeling of Populations of Networks." Journal of the American Statistical Association 112, no. 520 (October 2, 2017): 1516-1530. Full Text Open Access Copy
  - Durante, D, Dunson, DB, and Vogelstein, JT. "Rejoinder: Nonparametric Bayes Modeling of Populations of Networks." Journal of the American Statistical Association 112, no. 520 (October 2, 2017): 1547-1552. Full Text
  - Reddy, A, Zhang, J, Davis, NS, Moffitt, AB, Love, CL, Waldrop, A, Leppa, S, Pasanen, A, Meriranta, L, Karjalainen-Lindsberg, M-L, Nørgaard, P, Pedersen, M, Gang, AO, Høgdall, E, Heavican, TB, Lone, W, Iqbal, J, Qin, Q, Li, G, Kim, SY, Healy, J, Richards, KL, Fedoriw, Y, Bernal-Mizrachi, L, Koff, JL, Staton, AD, Flowers, CR, Paltiel, O, Goldschmidt, N, Calaminici, M, Clear, A, Gribben, J, Nguyen, E, Czader, MB, Ondrejka, SL, Collie, A, Hsi, ED, Tse, E, Au-Yeung, RKH, Kwong, Y-L, Srivastava, G, Choi, WWL, Evens, AM, Pilichowska, M, Sengar, M, Reddy, N, Li, S, Chadburn, A, Gordon, LI, Jaffe, ES, Levy, S, Rempel, R, Tzeng, T, Happ, LE, Dave, T, Rajagopalan, D, Datta, J, Dunson, DB, and Dave, SS. "Genetic and Functional Drivers of Diffuse Large B Cell Lymphoma." Cell 171, no. 2 (October 2017): 481-494.e15. Full Text
  - Li, C, Srivastava, S, and Dunson, DB. "Simple, scalable and accurate posterior interval estimation." Biometrika 104, no. 3 (September 1, 2017): 665-680. Full Text
  - Lock, EF, and Dunson, DB. "Bayesian genome- and epigenome-wide association studies with gene level dependence." Biometrics 73, no. 3 (September 2017): 1018-1028. Full Text
  - Srivastava, S, Engelhardt, BE, and Dunson, DB. "Expandable factor analysis." Biometrika 104, no. 3 (September 2017): 649-663. Full Text
  - Guhaniyogi, R, Qamar, S, and Dunson, DB. "Bayesian tensor regression." Journal of Machine Learning Research 18 (August 1, 2017): 1-31.
  - Schaich Borg, J, Srivastava, S, Lin, L, Heffner, J, Dunson, D, Dzirasa, K, and de Lecea, L. "Rat intersubjective decisions are encoded by frequency-specific oscillatory contexts." Brain and behavior 7, no. 6 (June 2017): e00710-. Full Text Open Access Copy
  - Wang, L, Durante, D, Jung, RE, and Dunson, DB. "Bayesian network-response regression." Bioinformatics (Oxford, England) 33, no. 12 (June 2017): 1859-1866. Full Text Open Access Copy
  - Zhu, B, and Dunson, DB. "Bayesian Functional Data Modeling for Heterogeneous Volatility." Bayesian Analysis 12, no. 2 (June 2017): 335-350. Full Text
  - Moffitt, AB, Ondrejka, SL, McKinney, M, Rempel, RE, Goodlad, JR, Teh, CH, Leppa, S, Mannisto, S, Kovanen, PE, Tse, E, Au-Yeung, RKH, Kwong, Y-L, Srivastava, G, Iqbal, J, Yu, J, Naresh, K, Villa, D, Gascoyne, RD, Said, J, Czader, MB, Chadburn, A, Richards, KL, Rajagopalan, D, Davis, NS, Smith, EC, Palus, BC, Tzeng, TJ, Healy, JA, Lugar, PL, Datta, J, Love, C, Levy, S, Dunson, DB, Zhuang, Y, Hsi, ED, and Dave, SS. "Enteropathy-associated T cell lymphoma subtypes are characterized by loss of function of SETD2." The Journal of experimental medicine 214, no. 5 (May 2017): 1371-1386. Full Text
  - Ovaskainen, O, Tikhonov, G, Dunson, D, Grøtan, V, Engen, S, Sæther, B-E, and Abrego, N. "How are species interactions structured in species-rich communities? A new method for analysing time-series data." Proceedings. Biological sciences 284, no. 1855 (May 2017). Full Text
  - Ovaskainen, O, Tikhonov, G, Norberg, A, Guillaume Blanchet, F, Duan, L, Dunson, D, Roslin, T, and Abrego, N. "How to make more out of community data? A conceptual framework and its implementation as models and software." Ecology Letters 20, no. 5 (May 2017): 561-576. Full Text
  - Durante, D, Paganin, S, Scarpa, B, and Dunson, DB. "Bayesian modelling of networks in complex business intelligence problems." Journal of the Royal Statistical Society: Series C (Applied Statistics) 66, no. 3 (April 2017): 555-580. Full Text
  - McKinney, M, Moffitt, AB, Gaulard, P, Travert, M, De Leval, L, Nicolae, A, Raffeld, M, Jaffe, ES, Pittaluga, S, Xi, L, Heavican, T, Iqbal, J, Belhadj, K, Delfau-Larue, MH, Fataccioli, V, Czader, MB, Lossos, IS, Chapman-Fredricks, JR, Richards, KL, Fedoriw, Y, Ondrejka, SL, Hsi, ED, Low, L, Weisenburger, D, Chan, WC, Mehta-Shah, N, Horwitz, S, Bernal-Mizrachi, L, Flowers, CR, Beaven, AW, Parihar, M, Baseggio, L, Parrens, M, Moreau, A, Sujobert, P, Pilichowska, M, Evens, AM, Chadburn, A, Au-Yeung, RKH, Srivastava, G, Choi, WWL, Goodlad, JR, Aurer, I, Basic-Kinda, S, Gascoyne, RD, Davis, NS, Li, G, Zhang, J, Rajagopalan, D, Reddy, A, Love, C, Levy, S, Zhuang, Y, Datta, J, Dunson, DB, and Davé, SS. "The Genetic Basis of Hepatosplenic T-cell Lymphoma." Cancer Discovery 7, no. 4 (April 2017): 369-379. Full Text
  - Tikhonov, G, Abrego, N, Dunson, D, and Ovaskainen, O. "Using joint species distribution models for evaluating how species-to-species associations depend on the environmental context." Edited by D Warton. Methods in Ecology and Evolution 8, no. 4 (April 2017): 443-452. Full Text
  - Abrego, N, Dunson, D, Halme, P, Salcedo, I, and Ovaskainen, O. "Wood-inhabiting fungi with tight associations with other species have declined as a response to forest management." Oikos 126, no. 2 (February 2017). Full Text
  - Dunson, DB. "Toward Automated Prior Choice." Statistical Science 32, no. 1 (February 2017): 41-43. Full Text
  - Durante, D, Dunson, DB, and Vogelstein, JT. "Nonparametric Bayes Modeling of Populations of Networks." JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION 112, no. 520 (2017): 1516-1530. Full Text Link to Item
  - Johndrow, JE, Bhattacharya, A, and Dunson, DB. "TENSOR DECOMPOSITIONS AND SPARSE LOG-LINEAR MODELS." Annals of statistics 45, no. 1 (January 2017): 1-38. Full Text
  - Lin, L, Rao, V, and Dunson, D. "Bayesian nonparametric inference on the Stiefel manifold." Statistica Sinica (2017). Full Text
  - Lin, L, St Thomas, B, Zhu, H, and Dunson, DB. "Extrinsic local regression on manifold-valued data." Journal of the American Statistical Association 112, no. 519 (January 2017): 1261-1273. Full Text
  - Datta, J, and Dunson, DB. "Bayesian inference on quasi-sparse count data." Biometrika 103, no. 4 (December 8, 2016): 971-983. Full Text
  - Bhattacharya, A, Dunson, DB, Pati, D, and Pillai, NS. "Sub-optimality of some continuous shrinkage priors." Stochastic Processes and their Applications 126, no. 12 (December 2016): 3828-3842. Full Text
  - Durante, D, and Dunson, DB. "Locally adaptive dynamic networks." The Annals of Applied Statistics 10, no. 4 (December 2016): 2203-2232. Full Text
  - Sarkar, A, and Dunson, DB. "Bayesian Nonparametric Modeling of Higher Order Markov Chains." Journal of the American Statistical Association 111, no. 516 (October 2016): 1791-1803. Full Text
  - Zhu, H, Strawn, N, and Dunson, DB. "Bayesian graphical models for multivariate functional data." Journal of Machine Learning Research 17 (October 1, 2016): 1-27.
  - Li, D, Heyer, L, Jennings, VH, Smith, CA, and Dunson, DB. "Personalised estimation of a woman's most fertile days." The European Journal of Contraception & Reproductive Health Care : the Official Journal of the European Society of Contraception 21, no. 4 (August 2016): 323-328. Full Text
  - Hultman, R, Mague, SD, Li, Q, Katz, BM, Michel, N, Lin, L, Wang, J, David, LK, Blount, C, Chandy, R, Carlson, D, Ulrich, K, Carin, L, Dunson, D, Kumar, S, Deisseroth, K, Moore, SD, and Dzirasa, K. "Dysregulation of Prefrontal Cortex-Mediated Slow-Evolving Limbic Dynamics Drives Stress-Induced Emotional Pathology." Neuron 91, no. 2 (July 2016): 439-452. Full Text
  - Kunihama, T, Herring, A, Halpern, C, and Dunson, D. "Nonparametric Bayes modeling with sample survey weights." Statistics & Probability Letters 113 (June 2016): 41-48. Full Text
  - Rao, V, Lin, L, and Dunson, DB. "Data augmentation for models based on rejection sampling." Biometrika 103, no. 2 (June 2016): 319-335. Full Text Open Access Copy
  - Guhaniyogi, R, and Dunson, DB. "Compressed Gaussian process for manifold regression." Journal of Machine Learning Research 17 (May 1, 2016).
  - Ovaskainen, O, Abrego, N, Halme, P, and Dunson, D. "Using latent variable models to identify large networks of species-to-species associations at different spatial scales." Edited by D Warton. Methods in Ecology and Evolution 7, no. 5 (May 2016): 549-555. Full Text
  - Kabisa, ST, Dunson, DB, and Morris, JS. "Online Variational Bayes Inference for High-Dimensional Correlated Data." Journal of Computational and Graphical Statistics 25, no. 2 (April 2, 2016): 426-444. Full Text
  - Yang, Y, and Dunson, DB. "Bayesian Conditional Tensor Factorizations for High-Dimensional Classification." Journal of the American Statistical Association 111, no. 514 (April 2, 2016): 656-669. Full Text
  - Yang, Y, and Dunson, DB. "Bayesian manifold regression." The Annals of Statistics 44, no. 2 (April 2016): 876-905. Full Text
  - Kunihama, T, and Dunson, DB. "Nonparametric Bayes inference on conditional independence." Biometrika 103, no. 1 (March 2016): 35-47. Full Text
  - Tang, K, Dunson, DB, Su, Z, Liu, R, Zhang, J, and Dong, J. "Subspace segmentation by dense block and sparse representation." Neural networks : the official journal of the International Neural Network Society 75 (March 2016): 66-76. Full Text
  - Zhou, J, Herring, AH, Bhattacharya, A, Olshan, AF, Dunson, DB, and National Birth Defects Prevention Study, . "Nonparametric Bayes modeling for case control studies with many predictors." Biometrics 72, no. 1 (March 2016): 184-192. Full Text
  - Canale, A, and Dunson, DB. "Multiscale Bernstein polynomials for densities." Statistica Sinica (2016). Full Text
  - Chabout, J, Sarkar, A, Patel, SR, Radden, T, Dunson, DB, Fisher, SE, and Jarvis, ED. "A Foxp2 Mutation Implicated in Human Speech Deficits Alters Sequencing of Ultrasonic Vocalizations in Adult Male Mice." Frontiers in Behavioral Neuroscience 10 (January 2016): 197-null. Full Text Open Access Copy
  - Yin, R, Cornelis, B, Fodor, G, Ocon, N, Dunson, D, and Daubechies, I. "Removing Cradle Artifacts in X-Ray Images of Paintings." SIAM Journal on Imaging Sciences 9, no. 3 (January 2016): 1247-1272. Full Text
  - Bhattacharya, A, Pati, D, Pillai, NS, and Dunson, DB. "Dirichlet-Laplace priors for optimal shrinkage." Journal of the American Statistical Association 110, no. 512 (December 2015): 1479-1490. Full Text
  - Fox, EB, Dunson, DB, and Airoldi, EM. "Bayesian nonparametric covariance regression." Journal of Machine Learning Research 16 (December 1, 2015): 2501-2542.
  - Lock, EF, and Dunson, DB. "Shared kernel Bayesian screening." Biometrika 102, no. 4 (December 2015): 829-842. Full Text
  - Yazdani, A, and Dunson, DB. "A hybrid bayesian approach for genome-wide association studies on related individuals." Bioinformatics (Oxford, England) 31, no. 24 (December 2015): 3890-3896. Full Text
  - Guhaniyogi, R, and Dunson, DB. "Bayesian Compressed Regression." Journal of the American Statistical Association 110, no. 512 (October 2, 2015): 1500-1514. Full Text
  - Zhou, J, Bhattacharya, A, Herring, AH, and Dunson, DB. "Bayesian Factorizations of Big Sparse Tensors." Journal of the American Statistical Association 110, no. 512 (October 2, 2015): 1562-1576. Full Text
  - Hua, Z, Zhu, H, and Dunson, DB. "Semiparametric Bayes Local Additive Models for Longitudinal Data." Statistics in Biosciences 7, no. 1 (May 1, 2015): 90-107. Full Text
  - Chabout, J, Sarkar, A, Dunson, DB, and Jarvis, ED. "Male mice song syntax depends on social contexts and influences female preferences." FRONTIERS IN BEHAVIORAL NEUROSCIENCE 9 (April 1, 2015). Full Text Open Access Copy Link to Item
  - Li, D, Wilcox, AJ, and Dunson, DB. "Benchmark pregnancy rates and the assessment of post-coital contraceptives: an update." Contraception 91, no. 4 (April 2015): 344-349. Full Text
  - Li, D, Wilcox, AJ, and Dunson, DB. "Benchmark pregnancy rates and the assessment of post-coital contraceptives: An update." Contraception 91, no. 4 (April 1, 2015): 344-349. Full Text
  - Lock, EF, Soldano, KL, Garrett, ME, Cope, H, Markunas, CA, Fuchs, H, Grant, G, Dunson, DB, Gregory, SG, and Ashley-Koch, AE. "Joint eQTL assessment of whole blood and dura mater tissue from individuals with Chiari type I malformation." BMC genomics 16 (January 22, 2015): 11-. Full Text Open Access Copy
  - Canale, A, and Dunson, DB. "Bayesian multivariate mixed-scale density estimation." Statistics and Its Interface 8, no. 2 (2015): 195-201. Full Text
  - Chabout, J, Sarkar, A, Dunson, DB, and Jarvis, ED. "Male mice song syntax depends on social contexts and influences female preferences." Frontiers in behavioral neuroscience 9 (January 2015): 76-. Full Text Open Access Copy
  - Kessler, DC, Hoff, PD, and Dunson, DB. "Marginally specified priors for non-parametric Bayesian estimation." Journal of the Royal Statistical Society. Series B, Statistical methodology 77, no. 1 (January 2015): 35-58. Full Text
  - Kessler, DC, Hoff, PD, and Dunson, DB. "Marginally specified priors for non-parametric Bayesian estimation." Journal of the Royal Statistical Society. Series B: Statistical Methodology 77, no. 1 (January 1, 2015): 35-58. Full Text
  - Durante, D, and Dunson, DB. "Nonparametric Bayes dynamic modelling of relational data." Biometrika 101, no. 4 (December 1, 2014): 883-898. Full Text
  - Durante, D, and Dunson, DB. "Bayesian dynamic financial networks with time-varying predictors." Statistics & Probability Letters 93 (October 2014): 19-26. Full Text
  - Gu, K, Pati, D, and Dunson, DB. "Bayesian Multiscale Modeling of Closed Curves in Point Clouds." Journal of the American Statistical Association 109, no. 508 (October 2014): 1481-1494. Full Text
  - Kundu, S, and Dunson, DB. "Latent factor models for density estimation." Biometrika 101, no. 3 (September 1, 2014): 641-654. Full Text
  - Rodriguez, A, and Dunson, DB. "Functional clustering in nested designs: Modeling variability in reproductive epidemiology studies." The Annals of Applied Statistics 8, no. 3 (September 2014): 1416-1442. Full Text
  - Dunson, DB. "Comment." Journal of the American Statistical Association 109, no. 507 (July 3, 2014): 890-891. Full Text
  - Wheeler, MW, Dunson, DB, Pandalai, SP, Baker, BA, and Herring, AH. "Mechanistic Hierarchical Gaussian Processes." Journal of the American Statistical Association 109, no. 507 (July 2014): 894-904. Full Text
  - Kessler, DC, Taylor, JA, and Dunson, DB. "Learning phenotype densities conditional on many interacting predictors." Bioinformatics 30, no. 11 (June 2014): 1562-1568. Full Text
  - Lin, L, and Dunson, DB. "Bayesian monotone regression using Gaussian process projection." Biometrika 101, no. 2 (June 1, 2014): 303-317. Full Text
  - Pati, D, Bhattacharya, A, Pillai, NS, and Dunson, D. "Posterior contraction in sparse Bayesian factor models for massive covariance matrices." The Annals of Statistics 42, no. 3 (June 2014): 1102-1130. Full Text
  - Zhang, J, Jima, D, Moffitt, AB, Liu, Q, Czader, M, Hsi, ED, Fedoriw, Y, Dunphy, CH, Richards, KL, Gill, JI, Sun, Z, Love, C, Scotland, P, Lock, E, Levy, S, Hsu, DS, Dunson, D, and Dave, SS. "The genomic landscape of mantle cell lymphoma is related to the epigenetically determined chromatin state of normal B cells." Blood 123, no. 19 (May 2014): 2988-2996. Full Text
  - Kundu, S, and Dunson, DB. "Bayes variable selection in semiparametric linear models." Journal of the American Statistical Association 109, no. 505 (March 2014): 437-447. Full Text
  - Bhattacharya, A, Pati, D, and Dunson, D. "Anisotropic function estimation using multi-bandwidth Gaussian processes." The Annals of Statistics 42, no. 1 (February 2014): 352-381. Full Text
  - Cui, K, and Dunson, DB. "Generalized Dynamic Factor Models for Mixed-Measurement Time Series." Journal of computational and graphical statistics : a joint publication of American Statistical Association, Institute of Mathematical Statistics, Interface Foundation of North America 23, no. 1 (February 2014): 169-191. Full Text
  - Pati, D, and Dunson, DB. "Bayesian nonparametric regression with varying residual density." Annals of the Institute of Statistical Mathematics 66, no. 1 (February 1, 2014): 1-31. Full Text
  - Carlson, DE, Vogelstein, JT, Qisong Wu, , Wenzhao Lian, , Mingyuan Zhou, , Stoetzner, CR, Kipke, D, Weber, D, Dunson, DB, and Carin, L. "Multichannel electrophysiological spike sorting via joint dictionary learning and mixture modeling." Ieee Transactions on Bio Medical Engineering 61, no. 1 (January 2014): 41-54. Full Text Open Access Copy
  - Chen, CWS, Dunson, D, Frühwirth-Schnatter, S, and Walker, SG. "Special issue on Bayesian computing, methods and applications." Computational Statistics and Data Analysis 71 (2014): 273--. Full Text
  - Durante, D, Scarpa, B, and Dunson, DB. "Locally adaptive factor processes for multivariate time series." Journal of Machine Learning Research 15 (January 1, 2014): 1493-1522.
  - Hannah, LA, Powell, WB, and Dunson, DB. "Semiconvex Regression for Metamodeling-Based Optimization." SIAM Journal on Optimization 24, no. 2 (January 2014): 573-597. Full Text
  - Scarpa, B, and Dunson, DB. "Enriched Stick Breaking Processes for Functional Data." Journal of the American Statistical Association 109, no. 506 (January 2014): 647-660. Full Text
  - Wade, S, Dunson, DB, Petrone, S, and Trippa, L. "Improving prediction from dirichlet process mixtures via enrichment." Journal of Machine Learning Research 15 (January 1, 2014): 1041-1071.
  - Xing, Z, Nicholson, B, Jimenez, M, Veldman, T, Hudson, L, Lucas, J, Dunson, D, Zaas, AK, Woods, CW, Ginsburg, GS, and Carin, L. "Bayesian modeling of temporal properties of infectious disease in a college student population." Journal of Applied Statistics 41, no. 6 (January 1, 2014): 1358-1382. Full Text
  - Armagan, A, Dunson, DB, Lee, J, Bajwa, WU, and Strawn, N. "Posterior consistency in linear models under shrinkage priors." BIOMETRIKA 100, no. 4 (December 2013): 1011-1018. Full Text Link to Item
  - Canale, A, and Dunson, DB. "Nonparametric Bayes modelling of count processes." BIOMETRIKA 100, no. 4 (December 2013): 801-816. Full Text Link to Item
  - Hannah, LA, and Dunson, DB. "Multivariate convex regression with adaptive partitioning." Journal of Machine Learning Research 14 (November 1, 2013): 3153-3188.
  - Hannah, LA, and Dunson, DB. "Multivariate Convex Regression with Adaptive Partitioning." JOURNAL OF MACHINE LEARNING RESEARCH 14 (November 2013): 3261-3294. Link to Item
  - Li, D, Longnecker, MP, and Dunson, DB. "Lipid adjustment for chemical exposures: accounting for concomitant variables." Epidemiology (Cambridge, Mass.) 24, no. 6 (November 2013): 921-928. Full Text
  - Lock, EF, and Dunson, DB. "Bayesian consensus clustering." Bioinformatics (Oxford, England) 29, no. 20 (October 2013): 2610-2616. Full Text
  - Zhu, B, Ashley-Koch, AE, and Dunson, DB. "Generalized admixture mapping for complex traits. (Published online)" G3 (Bethesda) 3, no. 7 (July 8, 2013): 1165-1175. Full Text Open Access Copy Link to Item
  - Page, G, Bhattacharya, A, and Dunson, D. "Classification via Bayesian Nonparametric Learning of Affine Subspaces." Journal of the American Statistical Association 108, no. 501 (March 2013): 187-201. Full Text
  - Zhang, J, Grubor, V, Love, CL, Banerjee, A, Richards, KL, Mieczkowski, PA, Dunphy, C, Choi, W, Au, WY, Srivastava, G, Lugar, PL, Rizzieri, DA, Lagoo, AS, Bernal-Mizrachi, L, Mann, KP, Flowers, C, Naresh, K, Evens, A, Gordon, LI, Czader, M, Gill, JI, Hsi, ED, Liu, Q, Fan, A, Walsh, K, Jima, D, Smith, LL, Johnson, AJ, Byrd, JC, Luftig, MA, Ni, T, Zhu, J, Chadburn, A, Levy, S, Dunson, D, and Dave, SS. "Genetic heterogeneity of diffuse large B-cell lymphoma." Proceedings of the National Academy of Sciences of the United States of America 110, no. 4 (January 4, 2013): 1398-1403. Full Text
  - Armagan, A, Dunson, DB, and Lee, J. "Generalized double pareto shrinkage." Statistica Sinica 23, no. 1 (2013): 119-143. Full Text
  - Banerjee, A, Dunson, DB, and Tokdar, ST. "Efficient Gaussian process regression for large datasets." Biometrika 100, no. 1 (2013): 75-89. Full Text Open Access Copy
  - Chen, B, Polatkan, G, Sapiro, G, Blei, D, Dunson, D, and Carin, L. "Deep Learning with Hierarchical Convolutional Factor Analysis." Ieee Transactions on Pattern Analysis and Machine Intelligence (January 2013).
  - Chen, CWS, Dunson, D, Frühwirth-Schnatter, S, and Walker, SG. "Special issue on Bayesian computing, methods and applications." Computational Statistics and Data Analysis (2013). Full Text
  - Durante, D, Scarpa, B, and Dunson, DB. "Locally adaptive bayesian multivariate time series." Advances in Neural Information Processing Systems (January 1, 2013).
  - Kunihama, T, and Dunson, DB. "Bayesian modeling of temporal dependence in large sparse contingency tables." Journal of the American Statistical Association 108, no. 504 (January 2013): 1324-1338. Full Text
  - Li, D, Longnecker, MP, and Dunson, DB. "Lipid adjustment for chemical exposures: Accounting for concomitant variables." Epidemiology 24, no. 6 (2013): 921-928. Full Text
  - Pati, D, Dunson, DB, and Tokdar, ST. "Posterior consistency in conditional distribution estimation." Journal of Multivariate Analysis 116 (2013): 456-472. Full Text
  - Pati, D, and Dunson, DB. "Bayesian nonparametric regression with varying residual density." Annals of the Institute of Statistical Mathematics (2013): 1-31. Full Text
  - Petralia, F, Vogelstein, J, and Dunson, DB. "Multiscale dictionary learning for estimating conditional distributions." Advances in Neural Information Processing Systems (January 1, 2013). Open Access Copy
  - Salazar, E, Dunson, DB, and Carin, L. "Analysis of space-time relational data with application to legislative voting." Computational Statistics and Data Analysis 68 (2013): 141-154. Full Text
  - Wang, E, Salazar, E, Dunson, D, and Carin, L. "Spatio-temporal modeling of legislation and votes." Bayesian Analysis 8, no. 1 (2013): 233-268. Full Text
  - Xing, Z, Nicholson, B, Jimenez, M, Veldman, T, Hudson, L, Lucas, J, Dunson, D, Zaas, AK, Woods, CW, Ginsburg, GS, and Carin, L. "Bayesian modeling of temporal properties of infectious disease in a college student population." Journal of Applied Statistics (2013).
  - Yang, H, Liu, F, Ji, C, and Dunson, D. "Adaptive sampling for Bayesian geospatial models." Statistics and Computing (2013): 1-10. Full Text
  - Yu, K, Chen, CWS, Reed, C, and Dunson, DB. "Bayesian variable selection in quantile regression." STATISTICS AND ITS INTERFACE 6, no. 2 (2013): 261-274. Link to Item
  - Zhu, B, and Dunson, DB. "Locally Adaptive Bayes Nonparametric Regression via Nested Gaussian Processes." Journal of the American Statistical Association 108, no. 504 (January 2013). Full Text
  - Zhu, B, Dunson, DB, and Ashley-Koch, AE. "Adverse subpopulation regression for multivariate outcomes with high-dimensional predictors." Stat Med 31, no. 29 (December 20, 2012): 4102-4113. Full Text Link to Item
  - Ding, M, He, L, Dunson, D, and Carin, L. "Nonparametric Bayesian Segmentation of a Multivariate Inhomogeneous Space-Time Poisson Process." Bayesian Analysis 7, no. 4 (December 2012): 813-840. Full Text
  - Love, C, Sun, Z, Jima, D, Li, G, Zhang, J, Miles, R, Richards, KL, Dunphy, CH, Choi, WWL, Srivastava, G, Lugar, PL, Rizzieri, DA, Lagoo, AS, Bernal-Mizrachi, L, Mann, KP, Flowers, CR, Naresh, KN, Evens, AM, Chadburn, A, Gordon, LI, Czader, MB, Gill, JI, Hsi, ED, Greenough, A, Moffitt, AB, McKinney, M, Banerjee, A, Grubor, V, Levy, S, Dunson, DB, and Dave, SS. "The genetic landscape of mutations in Burkitt lymphoma." Nature Genetics 44, no. 12 (December 2012): 1321-1325. Full Text
  - Montagna, S, Tokdar, ST, Neelon, B, and Dunson, DB. "Bayesian latent factor regression for functional and longitudinal data." Biometrics 68, no. 4 (December 2012): 1064-1073. Full Text
  - Petralia, F, Rao, V, and Dunson, DB. "Repulsive mixtures." Advances in Neural Information Processing Systems 3 (December 1, 2012): 1889-1897.
  - Zhou, M, Li, L, Dunson, D, and Carin, L. "Lognormal and gamma mixed negative binomial regression." Proceedings of the 29th International Conference on Machine Learning, Icml 2012 2 (October 10, 2012): 1343-1350. Open Access Copy
  - Bhattacharya, A, and Dunson, DB. "Strong consistency of nonparametric Bayes density estimation on compact metric spaces with applications to specific manifolds." Annals of the Institute of Statistical Mathematics 64, no. 4 (August 2012): 687-714. Full Text
  - Bhattacharya, A, and Dunson, DB. "Simplex Factor Models for Multivariate Unordered Categorical Data." Journal of the American Statistical Association 107, no. 497 (March 2012): 362-377. Full Text
  - Bhattacharya, A, and Dunson, D. "Nonparametric Bayes classification and hypothesis testing on manifolds." Journal of Multivariate Analysis 111 (2012): 1-19. Full Text
  - Carin, L, Hero, A, Lucas, J, Dunson, D, Chen, M, Heñao, R, Tibau-Puig, A, Zaas, A, Woods, CW, and Ginsburg, GS. "High-Dimensional Longitudinal Genomic Data: An analysis used for monitoring viral infections." Ieee Signal Processing Magazine 29, no. 1 (January 2012): 108-123. Full Text
  - Dunson, DB, and Xing, C. "Nonparametric Bayes Modeling of Multivariate Categorical Data." Journal of the American Statistical Association 104, no. 487 (January 2012): 1042-1051. Full Text
  - Fox, EB, and Dunson, DB. "Multiresolution Gaussian processes." Advances in Neural Information Processing Systems 1 (2012): 737-745.
  - Hannah, LA, and Dunson, DB. "Ensemble methods for convex regression with applications to geometric programming based circuit design." Proceedings of the 29th International Conference on Machine Learning, ICML 2012 1 (2012): 369-376.
  - Hua, Z, Dunson, DB, Gilmore, JH, Styner, MA, and Zhu, H. "Semiparametric Bayesian local functional models for diffusion tensor tract statistics." NeuroImage 63, no. 1 (2012): 460-474. Full Text
  - Shterev, ID, and Dunson, DB. "Bayesian watermark attacks." Proceedings of the 29th International Conference on Machine Learning, ICML 2012 1 (2012): 695-702.
  - Zhou, M, Chen, H, Paisley, J, Ren, L, Li, L, Xing, Z, Dunson, D, Sapiro, G, and Carin, L. "Nonparametric Bayesian dictionary learning for analysis of noisy and incomplete images." Ieee Transactions on Image Processing : a Publication of the Ieee Signal Processing Society 21, no. 1 (January 2012): 130-144. Full Text
  - Canale, A, and Dunson, DB. "Bayesian Kernel Mixtures for Counts." Journal of the American Statistical Association 106, no. 496 (December 2011): 1528-1539. Full Text
  - Chen, B, Polatkan, G, Sapiro, G, Dunson, DB, and Carin, L. "The hierarchical beta process for convolutional factor analysis and deep learning." Proceedings of the 28th International Conference on Machine Learning, Icml 2011 (October 7, 2011): 361-368.
  - Hannah, LA, and Dunson, DB. "Approximate dynamic programming for storage problems." Proceedings of the 28th International Conference on Machine Learning, Icml 2011 (October 7, 2011): 337-344.
  - Wang, L, and Dunson, DB. "Semiparametric bayes' proportional odds models for current status data with underreporting." Biometrics 67, no. 3 (September 2011): 1111-1118. Full Text
  - Yang, H, O'Brien, S, and Dunson, DB. "Nonparametric Bayes Stochastically Ordered Latent Class Models." J Am Stat Assoc 106, no. 495 (September 1, 2011): 807-817. Full Text Link to Item
  - Xing, C, and Dunson, DB. "Bayesian inference for genomic data integration reduces misclassification rate in predicting protein-protein interactions." PLoS Comput Biol 7, no. 7 (July 2011): e1002110-. Full Text Open Access Copy Link to Item
  - Bhattacharya, A, and Dunson, DB. "Sparse Bayesian infinite factor models." Biometrika 98, no. 2 (June 2011): 291-306. Full Text
  - Page, GL, and Dunson, DB. "Bayesian Local Contamination Models for Multivariate Outliers." Technometrics : a Journal of Statistics for the Physical, Chemical, and Engineering Sciences 53, no. 2 (May 2011). Full Text
  - Dzirasa, K, McGarity, DL, Bhattacharya, A, Kumar, S, Takahashi, JS, Dunson, D, McClung, CA, and Nicolelis, MAL. "Impaired limbic gamma oscillatory synchrony during anxiety-related behavior in a genetic mouse model of bipolar mania." The Journal of Neuroscience : the Official Journal of the Society for Neuroscience 31, no. 17 (April 2011): 6449-6456. Full Text
  - Carin, L, Baraniuk, RG, Cevher, V, Dunson, D, Jordan, MI, Sapiro, G, and Wakin, MB. "Learning Low-Dimensional Signal Models: A Bayesian approach based on incomplete measurements." Ieee Signal Processing Magazine 28, no. 2 (March 2011). Full Text
  - Reich, BJ, Fuentes, M, and Dunson, DB. "Bayesian Spatial Quantile Regression." Journal of the American Statistical Association 106, no. 493 (March 2011): 6-20. Full Text
  - Rodríguez, A, and Dunson, DB. "Nonparametric Bayesian models through probit stick-breaking processes." Bayesian Analysis 6, no. 1 (March 2011). Full Text
  - Chung, Y, and Dunson, DB. "The local Dirichlet process." Annals of the Institute of Statistical Mathematics 63, no. 1 (February 2011): 59-80. Full Text
  - Shi, M, and Dunson, DB. "Bayesian Variable Selection via Particle Stochastic Search." Stat Probab Lett 81, no. 2 (February 1, 2011): 283-291. Full Text Link to Item
  - Armagan, A, Dunson, DB, and Clyde, MA. "Generalized Beta Mixtures of Gaussians." Edited by Shawe-Taylor, J, Zemel, RS and Bartlett, PL. Advances in Neural Information Processing Systems 24 (2011): 523-531.
  - Armagan, A, and Dunson, D. "Sparse variational analysis of linear mixed models for large data sets." Statistics and Probability Letters 81, no. 8 (2011): 1056-1062. Full Text
  - Chen, H, Dunson, DB, and Carin, L. "Topic modeling with nonparametric Markov tree." Proceedings of the 28th International Conference on Machine Learning, ICML 2011 (2011): 377-384.
  - Chen, M, Silva, J, Paisley, J, Wang, C, Dunson, D, and Carin, L. "Erratum: Compressive sensing on manifolds using a nonparametric mixture of factor analyzers: Algorithm and performance bounds (IEEE Transactions Signal Processing (2011)) 58,12 (6140-6155))." IEEE Transactions on Signal Processing 59, no. 3 (2011): 1329--. Full Text
  - Chen, M, Zaas, A, Woods, C, Ginsburg, GS, Lucas, J, Dunson, D, and Carin, L. "Predicting viral infection from high-dimensional biomarker trajectories." Journal of the American Statistical Association 106, no. 496 (2011): 1259-1279. Full Text
  - Crandell, JL, and Dunson, DB. "Posterior simulation across nonparametric models for functional clustering." Sankhya: The Indian Journal of Statistics 73, no. 1 B (2011): 42-61. Full Text
  - Gordon, GJ, and Dunson, D. "Preface to the proceedings of AISTATS 2011." Journal of Machine Learning Research 15 (2011): 1-2.
  - Liu, F, Dunson, D, and Zou, F. "High-Dimensional Variable Selection in Meta-Analysis for Censored Data." Biometrics 67, no. 2 (2011): 504-512. Full Text
  - Pati, D, Reich, BJ, and Dunson, DB. "Bayesian geostatistical modelling with informative sampling locations." Biometrika 98, no. 1 (2011): 35-48. Full Text
  - Ren, L, Du, L, Carin, L, and Dunson, DB. "Logistic Stick-Breaking Process." Journal of Machine Learning Research : Jmlr 12, no. Jan (January 2011): 203-239.
  - Ren, L, Wang, Y, Dunson, D, and Carin, L. "The kernel beta process." Advances in Neural Information Processing Systems 24: 25th Annual Conference on Neural Information Processing Systems 2011, NIPS 2011 (2011).
  - Wang, L, and Dunson, DB. "Fast Bayesian Inference in Dirichlet Process Mixture Models." Journal of Computational and Graphical Statistics 20, no. 1 (January 2011): 196-216. Full Text
  - Wang, L, and Dunson, DB. "Bayesian isotonic density regression." Biometrika 98, no. 3 (2011): 537-551. Full Text
  - Zhang, X, Dunson, DB, and Carin, L. "Tree-structured infinite sparse factor model." Proceedings of the 28th International Conference on Machine Learning, ICML 2011 (2011): 785-792.
  - Zhang, XX, Dunson, DB, and Carin, L. "Hierarchical topic modeling for analysis of time-evolving personal choices." Advances in Neural Information Processing Systems 24: 25th Annual Conference on Neural Information Processing Systems 2011, NIPS 2011 (2011).
  - Zhou, M, Carin, L, Yang, H, Dunson, D, and Sapiro, G. "Dependent hierarchical beta process for image interpolation and denoising." Journal of Machine Learning Research 15 (2011): 883-891.
  - Zhou, M, Yang, H, Sapiro, G, Dunson, D, and Carin, L. "Covariate-dependent dictionary learning and sparse coding." ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings (2011): 5824-5827. Full Text
  - Bhattacharya, A, and Dunson, DB. "Nonparametric Bayesian density estimation on manifolds with applications to planar shapes." Biometrika 97, no. 4 (December 2010): 851-865. Full Text Link to Item
  - Chen, M, Silva, J, Paisley, J, Wang, C, Dunson, D, and Carin, L. "Compressive Sensing on Manifolds Using a Nonparametric Mixture of Factor Analyzers: Algorithm and Performance Bounds." Ieee Transactions on Signal Processing : a Publication of the Ieee Signal Processing Society 58, no. 12 (December 2010): 6140-6155. Full Text
  - Chen, B, Chen, M, Paisley, J, Zaas, A, Woods, C, Ginsburg, GS, Hero, A, Lucas, J, Dunson, D, and Carin, L. "Bayesian inference of the number of factors in gene-expression analysis: application to human virus challenge studies." Bmc Bioinformatics 11 (November 9, 2010): 552-null. Full Text Open Access Copy
  - Blei, D, Carin, L, and Dunson, D. "Probabilistic Topic Models: A focus on graphical model design and applications to document and image analysis." Ieee Signal Processing Magazine 27, no. 6 (November 2010): 55-65. Full Text
  - Yang, M, Dunson, DB, and Baird, D. "Semiparametric Bayes hierarchical models with mean and variance constraints." Computational Statistics & Data Analysis 54, no. 9 (September 2010): 2172-2186. Full Text
  - Park, JH, and Dunson, DB. "Bayesian generalized product partition model." Statistica Sinica 20, no. 3 (July 1, 2010): 1203-1226. Open Access Copy
  - Rodríguez, A, Dunson, DB, and Gelfand, AE. "Latent Stick-Breaking Processes." Journal of the American Statistical Association 105, no. 490 (April 2010): 647-659. Full Text Open Access Copy
  - Bornkamp, B, Ickstadt, K, and Dunson, D. "Stochastically ordered multiple regression." Biostatistics 11, no. 3 (2010): 419-431. Full Text
  - Cai, B, Dunson, DB, and Stanford, JB. "Dynamic model for multivariate markers of fecundability." Biometrics 66, no. 3 (2010): 905-913. Full Text
  - Dunson, DB. "Multivariate kernel partition process mixtures." Statistica Sinica 20, no. 4 (2010): 1395-1422.
  - Gordon, GJ, and Dunson, D. "Preface to the Proceedings of AISTATS 2011." Journal of Machine Learning Research 9 (2010): 1-2.
  - MacLehose, RF, and Dunson, DB. "Bayesian semiparametric multiple shrinkage." Biometrics 66, no. 2 (2010): 455-462. Full Text
  - Mitra, R, and Dunson, D. "Two-level stochastic search variable selection in GLMs with missing predictors." International Journal of Biostatistics 6, no. 1 (2010). Full Text
  - Ren, L, Dunson, D, Lindroth, S, and Carin, L. "Dynamic nonparametric bayesian models for analysis of music." Journal of the American Statistical Association 105, no. 490 (2010): 458-472. Full Text Open Access Copy
  - Stanford, JB, Mikolajczyk, RT, and Dunson, DB. "Are Chinese people really more fertile?." Fertility and Sterility 94, no. 3 (2010): e58-. Full Text
  - Wang, C, Liao, X, Carin, L, and Dunson, DB. "Classification with incomplete data using dirichlet process priors." Journal of Machine Learning Research 11 (2010): 3269-3311.
  - Wang, E, Liu, D, Silva, J, Dunson, D, and Carin, L. "Joint analysis of time-evolving binary matrices and associated documents." Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010, NIPS 2010 (2010).
  - Wang, L, and Dunson, DB. "Semiparametric Bayes multiple testing: Applications to tumor data." Biometrics 66, no. 2 (2010): 493-501. Full Text
  - Yang, M, and Dunson, DB. "Bayesian semiparametric structural equation models with latent variables." Psychometrika 75, no. 4 (2010): 675-693. Full Text
  - Zhou, M, Wang, C, Chen, M, Paisley, J, Dunson, D, and Carin, L. "Nonparametric bayesian matrix completion." 2010 IEEE Sensor Array and Multichannel Signal Processing Workshop, SAM 2010 (2010): 213-216. Full Text
  - Chung, Y, and Dunson, DB. "Nonparametric Bayes Conditional Distribution Modeling With Variable Selection." Journal of the American Statistical Association 104, no. 488 (December 2009): 1646-1660. Full Text Open Access Copy
  - Ren, L, Dunson, DB, Lindroth, S, and Carin, L. "Music analysis with a Bayesian dynamic model." Icassp, Ieee International Conference on Acoustics, Speech and Signal Processing Proceedings (September 23, 2009): 1681-1684. Full Text
  - Baird, DD, Travlos, G, Wilson, R, Dunson, DB, Hill, MC, D'Aloisio, AA, London, SJ, and Schectman, JM. "Uterine leiomyomata in relation to insulin-like growth factor-I, insulin, and diabetes." Epidemiology (Cambridge, Mass.) 20, no. 4 (July 2009): 604-610. Full Text
  - Ghosh, J, and Dunson, DB. "Default Prior Distributions and Efficient Posterior Computation in Bayesian Factor Analysis." Journal of Computational and Graphical Statistics : a Joint Publication of American Statistical Association, Institute of Mathematical Statistics, Interface Foundation of North America 18, no. 2 (June 2009): 306-320. Full Text
  - Dunson, DB. "Bayesian nonparametric hierarchical modeling." Biom J 51, no. 2 (April 2009): 273-284. Full Text Link to Item
  - Armagan, A, and Dunson, DB. "Sparse variational analysis of large longitudinal data sets (Submitted)." Statistics & Probability Letters (2009). (Academic Article)
  - Bigelow, JL, and Dunson, DB. "Bayesian semiparametric joint models for functional predictors." Journal of the American Statistical Association 104, no. 485 (2009): 26-36. Full Text
  - Du, L, Ren, L, Dunson, DB, and Carin, L. "A Bayesian model for simultaneous image clustering, annotation and object segmentation." Advances in Neural Information Processing Systems 22 - Proceedings of the 2009 Conference (2009): 486-494.
  - Dunson, DB. "Nonparametric Bayes local partition models for random effects." Biometrika 96, no. 2 (January 2009): 249-262. Full Text
  - Dunson, DB. "Comment on article by Craigmile et al." Bayesian Analysis 4, no. 1 (2009): 41-44. Full Text
  - Ji, S, Dunson, D, and Carin, L. "Multitask compressive sensing." IEEE Transactions on Signal Processing 57, no. 1 (2009): 92-106. Full Text
  - MacLehose, RF, and Dunson, DB. "Nonparametric Bayes kernel-based priors for functional data analysis." Statistica Sinica 19, no. 2 (2009): 611-629.
  - Rodriguez, A, Dunson, DB, and Taylor, J. "Bayesian hierarchically weighted finite mixture models for samples of distributions." Biostatistics 10, no. 1 (2009): 155-171. Full Text
  - Rodríguez, A, Dunson, DB, and Gelfand, AE. "Bayesian Nonparametric Functional Data Analysis Through Density Estimation." Biometrika 96, no. 1 (January 2009): 149-162. Full Text
  - Scarpa, B, and Dunson, DB. "Bayesian hierarchical functional data analysis via contaminated informative priors." Biometrics 65, no. 3 (2009): 772-780. Full Text
  - Wang, C, An, Q, Carin, L, and Dunson, DB. "Multi-task classification with infinite local experts." ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings (2009): 1569-1572. Full Text
  - Ren, L, Dunson, DB, and Carin, L. "The dynamic hierarchical Dirichlet process." Proceedings of the 25th International Conference on Machine Learning (November 26, 2008): 824-831.
  - Dunson, DB, and Peddada, SD. "Bayesian nonparametric inference on stochastic ordering." Biometrika 95, no. 4 (November 11, 2008): 859-874. Full Text
  - Elliott, L, Henderson, J, Northstone, K, Chiu, GY, Dunson, D, and London, SJ. "Prospective study of breast-feeding in relation to wheeze, atopy, and bronchial hyperresponsiveness in the Avon Longitudinal Study of Parents and Children (ALSPAC)." The Journal of Allergy and Clinical Immunology 122, no. 1 (July 2008): 49-54.e3. Full Text
  - Dunson, DB, and Park, J-H. "Kernel stick-breaking processes." Biometrika 95, no. 2 (February 4, 2008): 307-323. Full Text
  - An, Q, Wang, C, Shterev, I, Wang, E, Carin, L, and Dunson, DB. "Hierarchical kernel stick-breaking process for multi-task image analysis." Proceedings of the 25th International Conference on Machine Learning (2008): 17-24.
  - Dunson, DB, Herring, AH, and Engel, SM. "Bayesian selection and clustering of polymorphisms in functionally related genes." Journal of the American Statistical Association 103, no. 482 (2008): 534-546. Full Text
  - Dunson, DB, Herring, AH, and Siega-Riz, AM. "Bayesian inference on changes in response densities over predictor clusters." Journal of the American Statistical Association 103, no. 484 (2008): 1508-1517. Full Text
  - Dunson, DB, Xue, Y, and Carin, L. "The matrix stick-breaking process: Flexible Bayes meta-analysis." Journal of the American Statistical Association 103, no. 481 (2008): 317-327. Full Text
  - Dunson, DB. "Comment." Journal of the American Statistical Association 103, no. 481 (2008): 40-41. Full Text
  - Ni, K, Paisley, J, Carin, L, and Dunson, D. "Multi-task learning for analyzing and sorting large databases of sequential data." IEEE Transactions on Signal Processing 56, no. 8 II (2008): 3918-3931. Full Text
  - Pennell, ML, and Dunson, DB. "Nonparametric Bayes testing of changes in a response distribution with an ordinal predictor." Biometrics 64, no. 2 (2008): 413-423. Full Text
  - Qi, Y, Liu, D, Dunson, D, and Carin, L. "Multi-task compressive sensing with dirichlet process priors." Proceedings of the 25th International Conference on Machine Learning (2008): 768-775.
  - Rodriguez, A, Dunson, DB, and Gelfand, AE. "The nested Dirichlet process (with discussion)." Journal of the American Statistical Association (2008). (Academic Article)
  - Rodriguez, A, Dunson, DB, and Gelfand, AE. "Nonparametric functional data analysis through Bayesian density estimation." Biometrika 96 (2008): 149-162. (Academic Article)
  - Rodríguez, A, Dunson, DB, and Gelfand, AE. "The nested Dirichlet process: Rejoinder." Journal of the American Statistical Association 103, no. 483 (2008): 1153-1154. Full Text
  - Rodríguez, A, Dunson, DB, and Gelfand, AE. "The nested dirichlet process." Journal of the American Statistical Association 103, no. 483 (2008): 1131-1144. Full Text
  - Palomo, J, Dunson, DB, and Bollen, K. "Bayesian Structural Equation Modeling." (December 1, 2007): 163-188. (Chapter) Full Text
  - Bigelow, JL, and Dunson, DB. "Bayesian adaptive regression splines for hierarchical data." Biometrics 63, no. 3 (September 2007): 724-732. Full Text Link to Item
  - Kinney, SK, and Dunson, DB. "Fixed and random effects selection in linear and logistic models." Biometrics 63, no. 3 (September 2007): 690-698. Full Text Link to Item
  - Dunson, DB, Pillai, N, and Park, J-H. "Bayesian density regression." Journal of the Royal Statistical Society: Series B (Statistical Methodology) 69, no. 2 (April 2007): 163-183. Full Text
  - MacLehose, RF, Dunson, DB, Herring, AH, and Hoppin, JA. "Bayesian methods for highly correlated exposure data." Epidemiology (Cambridge, Mass.) 18, no. 2 (March 2007): 199-207. Full Text
  - Baird, DD, Dunson, DB, Hill, MC, Cousins, D, and Schectman, JM. "Association of physical activity with development of uterine leiomyoma." American Journal of Epidemiology 165, no. 2 (2007): 157-163. Full Text
  - Cai, B, and Dunson, DB. "Bayesian multivariate isotonic regression splines: Applications to carcinogenicity studies." Journal of the American Statistical Association 102, no. 480 (2007): 1158-1171. Full Text
  - Dunson, DB. "Empirical bayes density regression." Statistica Sinica 17, no. 2 (2007): 481-504.
  - Dunson, DB. "Bayesian methods for latent trait modelling of longitudinal data." Statistical Methods in Medical Research 16, no. 5 (2007): 399-415. Full Text
  - Ni, K, Carin, L, and Dunson, D. "Multi-task learning for sequential data via iHMMs and the nested Dirichlet process." ACM International Conference Proceeding Series 227 (2007): 689-696. Full Text
  - Pennell, ML, and Dunson, DB. "Fitting semiparametric random effects models to large data sets." Biostatistics 8, no. 4 (2007): 821-834. Full Text
  - Scarpa, B, Dunson, DB, and Giacchi, E. "Bayesian selection of optimal rules for timing intercourse to conceive by using calendar and mucus." Fertility and Sterility 88, no. 4 (2007): 915-924. Full Text
  - Scarpa, B, and Dunson, DB. "Bayesian methods for searching for optimal rules for timing intercourse to achieve pregnancy." Statistics in Medicine 26, no. 9 (2007): 1920-1936. Full Text
  - Stanford, JB, and Dunson, DB. "Effects of sexual intercourse patterns in time to pregnancy studies." American Journal of Epidemiology 165, no. 9 (2007): 1088-1095. Full Text
  - Xue, Y, Dunson, D, and Carin, L. "The matrix stick-breaking process for flexible multi-task learning." ACM International Conference Proceeding Series 227 (2007): 1063-1070. Full Text
  - Baird, DD, Kesner, JS, and Dunson, DB. "Luteinizing hormone in premenopausal women may stimulate uterine leiomyomata development." Journal of the Society for Gynecologic Investigation 13, no. 2 (February 2006): 130-135. Full Text
  - Cai, B, and Dunson, DB. "Bayesian covariance selection in generalized linear mixed models." Biometrics 62, no. 2 (2006): 446-457. Full Text
  - Chen, Z, and Dunson, DB. "The authors replied as follows [2]." Biometrics 62, no. 2 (2006): 623-624. Full Text
  - Dunson, DB. "Bayesian dynamic modeling of latent trait distributions." Biostatistics 7, no. 4 (2006): 551-568. Full Text
  - Dunson, DB. "Special issue of statistical methods in medical research on reproductive studies." Statistical Methods in Medical Research 15, no. 2 (2006): 91-92. Full Text
  - O'Brien, SM, Kupper, LL, and Dunson, DB. "Performance of tests of association in misspecified generalized linear models." Journal of Statistical Planning and Inference 136, no. 9 (2006): 3090-3100. Full Text
  - Pennell, ML, and Dunson, DB. "Bayesian semiparametric dynamic frailty models for multiple event time data." Biometrics 62, no. 4 (2006): 1044-1052+1284. Full Text
  - Scarpa, B, Dunson, DB, and Colombo, B. "Cervical mucus secretions on the day of intercourse: An accurate marker of highly fertile days." European Journal of Obstetrics Gynecology and Reproductive Biology 125, no. 1 (2006): 72-78. Full Text
  - Scarpa, B, and Dunson, DB. "Bayesian selection of predictors of conception probabilities across the menstrual cycle." Paediatric and Perinatal Epidemiology 20, no. SUPPL. 1 (2006): 30-37. Full Text
  - Stanford, JB, and Dunson, DB. "Paediatric and Perinatal Epidemiology: Foreword." Paediatric and Perinatal Epidemiology 20, no. SUPPL. 1 (2006): 1-2. Full Text
  - Stanford, JB, and Dunson, DB. "Foreword. Expanding Methodologies for Capturing Day-Specific Probabilities of Conception." Paediatric and perinatal epidemiology 20 Suppl 1 (2006): 1-2.
  - Hans, C, and Dunson, DB. "Bayesian inferences on umbrella orderings." Biometrics 61, no. 4 (December 2005): 1018-1026. Full Text Link to Item
  - Longnecker, MP, Klebanoff, MA, Dunson, DB, Guo, X, Chen, Z, Zhou, H, and Brock, JW. "Maternal serum level of the DDT metabolite DDE in relation to fetal loss in previous pregnancies." Environmental Research 97, no. 2 (February 2005): 127-133. Full Text
  - Dunson, DB, Bigelow, JL, and Colombo, B. "Reduced fertilization rates in older men when cervical mucus is suboptimal." Obstetrics and Gynecology 105, no. 4 (2005): 788-793. Full Text
  - Dunson, DB, and Herring, AH. "Bayesian model selection and averaging in additive and proportional hazards models." Lifetime Data Analysis 11, no. 2 (2005): 213-232. Full Text
  - Dunson, DB, and Herring, AH. "Bayesian latent variable models for mixed discrete outcomes." Biostatistics 6, no. 1 (2005): 11-25. Full Text
  - Dunson, DB, and Stanford, JB. "Bayesian inferences on predictors of conception probabilities." Biometrics 61, no. 1 (2005): 126-133. Full Text
  - Dunson, DB, and Taylor, JA. "Approximate Bayesian inference for quantites." Journal of Nonparametric Statistics 17, no. 3 (2005): 385-400. Full Text
  - Dunson, DB. "Bayesian semiparametric isotonic regression for count data." Journal of the American Statistical Association 100, no. 470 (2005): 618-627. Full Text
  - Dunson, DB. "Bayesian Biostatistics." Handbook of Statistics 25 (2005): 743-761. Full Text
  - Gueorguieva, RV, Chen, Z, and Dunson, DB. "Comments about joint modeling of cluster size and binary and continuous subunit-specific outcomes." Biometrics 61, no. 3 (2005): 862-867+896. Full Text
  - Gunn, LH, and Dunson, DB. "A transformation approach for incorporating monotone or unimodal constraints." Biostatistics 6, no. 3 (2005): 434-449. Full Text
  - Law, DCG, Klebanoff, MA, Brock, JW, Dunson, DB, and Longnecker, MP. "Maternal serum levels of polychlorinated biphenyls and 1,1-dichloro-2,2- bis(p-chlorophenyl)ethylene (DDE) and time to pregnancy." American Journal of Epidemiology 162, no. 6 (2005): 523-532. Full Text
  - Peddada, SD, Dunson, DB, and Tan, X. "Estimation of order-restricted means from correlated data." Biometrika 92, no. 3 (2005): 703-715. Full Text
  - O'Brien, SM, and Dunson, DB. "Bayesian multivariate logistic regression." Biometrics 60, no. 3 (September 2004): 739-746. Full Text
  - Slama, R, Ducot, B, Keiding, N, and Bouyer, J. "Studying human fertility and environmental exposures." Environmental Health Perspectives 112, no. 11 (August 2004): A604-null. (Letter) Full Text Open Access Copy
  - Wilcox, AJ, Baird, DD, Dunson, DB, McConnaughey, DR, Kesner, JS, and Weinberg, CR. "On the frequency of intercourse around ovulation: evidence for biological influences." Hum Reprod 19, no. 7 (July 2004): 1539-1543. Full Text Link to Item
  - Bigelow, JL, Dunson, DB, Stanford, JB, Ecochard, R, Gnoth, C, and Colombo, B. "Mucus observations in the fertile window: a better predictor of conception than timing of intercourse." Human Reproduction (Oxford, England) 19, no. 4 (April 2004): 889-892. Full Text
  - Chen, Z, and Dunson, DB. "Bayesian estimation of survival functions under stochastic precedence." Lifetime Data Analysis 10, no. 2 (2004): 159-173. Full Text
  - Dunson, DB, Baird, DD, and Colombo, B. "Increased infertility with age in men and women." Obstetrics and Gynecology 103, no. 1 (January 2004): 51-56. Full Text
  - Dunson, DB, Holloman, C, Calder, C, and Gunn, LH. "Bayesian modeling of multiple lesion onset and growth from interval-censored data." Biometrics 60, no. 3 (2004): 676-683. Full Text
  - Dunson, DB, and Chen, Z. "Selecting factors predictive of heterogeneity in multivariate event time data." Biometrics 60, no. 2 (2004): 352-358. Full Text
  - Herring, AH, Dunson, DB, and Dole, N. "Modeling the effects of a bidirectional latent predictor from multivariate questionnaire data." Biometrics 60, no. 4 (2004): 926-935. Full Text
  - Neelon, B, and Dunson, DB. "Bayesian isotonic regression and trend analysis." Biometrics 60, no. 2 (2004): 398-406. Full Text
  - Tingen, C, Stanford, JB, and Dunson, DB. "Methodologic and statistical approaches to studying human fertility and environmental exposure." Environmental Health Perspectives 112, no. 1 (2004): 87-93. Open Access Copy
  - Trouba, K, Nyska, A, Styblo, M, Dunson, D, Lomnitski, L, Grossman, S, Moser, G, Suttie, A, Patterson, R, Walton, F, and Germolec, D. "Effect of antioxidants on the papilloma response and liver glutathione modulation mediated by arsenic in tg.ac transgenic mice." Arsenic Exposure and Health Effects V (December 18, 2003): 283-293. Full Text
  - Baird, DD, and Dunson, DB. "Why is parity protective for uterine fibroids?." Epidemiology (Cambridge, Mass.) 14, no. 2 (March 2003): 247-250. Full Text
  - Baird, DD, Dunson, DB, Hill, MC, Cousins, D, and Schectman, JM. "High cumulative incidence of uterine leiomyoma in black and white women: ultrasound evidence." American Journal of Obstetrics and Gynecology 188, no. 1 (January 2003): 100-107. Full Text
  - Chen, Z, and Dunson, DB. "Random Effects Selection in Linear Mixed Models." Biometrics 59, no. 4 (2003): 762-769. Full Text
  - Chulada, PC, Jr, SJA, Dunson, D, and Zeldin, DC. "Breast-feeding and the prevalence of asthma and wheeze in children: Analyses from the Third National Health and Nutrition Examination Survey, 1988-1994." Journal of Allergy and Clinical Immunology 111, no. 2 (2003): 328-336. Full Text
  - Dunson, DB, Chen, Z, and Harry, J. "A Bayesian approach for joint modeling of cluster size and subunit-specific outcomes." Biometrics 59, no. 3 (2003): 521-530. Full Text
  - Dunson, DB, Chulada, P, and Jr, SJA. "Bayesian modeling of time-varying and waning exposure effects." Biometrics 59, no. 1 (2003): 83-91. Full Text
  - Dunson, DB, Watson, M, and Taylor, JA. "Bayesian latent variable models for median regression on multiple outcomes." Biometrics 59, no. 2 (2003): 296-304. Full Text
  - Dunson, DB, and Colombo, B. "Bayesian modeling of markers of day-specific fertility." Journal of the American Statistical Association 98, no. 461 (2003): 28-37. Full Text
  - Dunson, DB, and Herring, AH. "Bayesian Inferences in the Cox Model for Order-Restricted Hypotheses." Biometrics 59, no. 4 (2003): 916-923. Full Text
  - Dunson, DB, and Neelon, B. "Bayesian inference on order-constrained parameters in generalized linear models." Biometrics 59, no. 2 (2003): 286-295. Full Text
  - Dunson, DB. "Dynamic Latent Trait Models for Multidimensional Longitudinal Data." Journal of the American Statistical Association 98, no. 463 (2003): 555-563. Full Text
  - Dunson, DB. "Incorporating heterogeneous intercourse records into time to pregnancy models." Mathematical Population Studies 10, no. 2 (2003): 127-143. Full Text
  - Stanford, JB, Smith, KR, and Dunson, DB. "Vulvar mucus observations and the probability of pregnancy." Obstetrics and Gynecology 101, no. 6 (2003): 1285-1293. Full Text
  - Dunson, DB, Colombo, B, and Baird, DD. "Changes with age in the level and duration of fertility in the menstrual cycle." Human Reproduction (Oxford, England) 17, no. 5 (May 2002): 1399-1403. Full Text
  - Dollé, MET, Snyder, WK, Dunson, DB, and Vijg, J. "Mutational fingerprints of aging." Nucleic Acids Research 30, no. 2 (2002): 545-549.
  - Dunson, DB, and Baird, DD. "Bayesian modeling of incidence and progression of disease from cross-sectional data." Biometrics 58, no. 4 (2002): 813-822.
  - Dunson, DB, and Baird, DD. "A proportional hazards model for incidence and induced remission of disease." Biometrics 58, no. 1 (2002): 71-78.
  - Dunson, DB, and Colombo, B. "TwoDay Algorithm in predicting fertile time (multiple letters)." Human Reproduction 17, no. 7 (2002): 1925-1926.
  - Dunson, DB, and Dinse, GE. "Bayesian models for multivariate current status data with informative censoring." Biometrics 58, no. 1 (2002): 79-88.
  - Tiano, HF, Loftin, CD, Akunda, J, Lee, CA, Spalding, J, Sessoms, A, Dunson, DB, Rogan, EG, Morham, SG, Smart, RC, and Langenbach, R. "Deficiency of either cyclooxygenase (COX)-1 or COX-2 alters epidermal differentiation and reduces mouse skin tumorigenesis." Cancer Research 62, no. 12 (2002): 3395-3401.
  - Zeise, L, Hattis, D, Andersen, M, Bailer, AJ, Bayard, S, Chen, C, Clewell, H, Conolly, R, Crump, K, Dunson, D, Finkel, A, Haber, L, Jarabek, AM, Kodell, R, Krewski, D, Thomas, D, Thorslund, T, and Wassell, JT. "Improving risk Assessment: Research opportunities in dose response modeling to improve risk assessment." Human and Ecological Risk Assessment 8, no. 6 (2002): 1421-1444. Full Text
  - Wilcox, AJ, Baird, DD, Dunson, D, McChesney, R, and Weinberg, CR. "Natural limits of pregnancy testing in relation to the expected menstrual period." Jama 286, no. 14 (October 2001): 1759-1761. Full Text
  - Robbins, WA, Witt, KL, Haseman, JK, Dunson, DB, Troiani, L, Cohen, MS, Hamilton, CD, Perreault, SD, Libbus, B, Beyler, SA, Raburn, DJ, Tedder, ST, Shelby, MD, and Bishop, JB. "Antiretroviral therapy effects on genetic and morphologic end points in lymphocytes and sperm of men with human immunodeficiency virus infection." The Journal of Infectious Diseases 184, no. 2 (July 2001): 127-135. Full Text
  - Dunson, DB. "Commentary: practical advantages of Bayesian analysis of epidemiologic data." American Journal of Epidemiology 153, no. 12 (June 2001): 1222-1226. Full Text
  - Nyska, A, Lomnitski, L, Spalding, J, Dunson, DB, Goldsworthy, TL, Ben-Shaul, V, Grossman, S, Bergman, M, and Boorman, G. "Topical and oral administration of the natural water-soluble antioxidant from spinach reduces the multiplicity of papillomas in the Tg.AC mouse model." Toxicology Letters 122, no. 1 (May 2001): 33-44. Full Text
  - Wilcox, AJ, Dunson, DB, Weinberg, CR, Trussell, J, and Baird, DD. "Likelihood of conception with a single act of intercourse: providing benchmark rates for assessment of post-coital contraceptives." Contraception 63, no. 4 (April 2001): 211-215. Full Text
  - Dunson, DB, Sinai, I, and Colombo, B. "The relationship between cervical secretions and the daily probabilities of pregnancy: Effectiveness of the TwoDay Algorithm." Human Reproduction 16, no. 11 (2001): 2278-2282.
  - Dunson, DB, Weinberg, CR, Baird, DD, Kesner, JS, and Wilcox, AJ. "Assessing human fertility using several markers of ovulation." Statistics in Medicine 20, no. 6 (2001): 965-978. Full Text
  - Dunson, DB, and Baird, DD. "A flexible parametric model for combining current status and age at first diagnosis data." Biometrics 57, no. 2 (2001): 396-403.
  - Dunson, DB, and Dinse, GE. "Bayesian incidence analysis of animal tumorigenicity data." Journal of the Royal Statistical Society. Series C: Applied Statistics 50, no. 2 (2001): 125-141.
  - Dunson, DB, and Perreault, SD. "Factor analytic models of clustered multivariate data with informative censoring." Biometrics 57, no. 1 (2001): 302-308.
  - Dunson, DB. "Modeling of changes in tumor burden." Journal of Agricultural, Biological, and Environmental Statistics 6, no. 1 (2001): 38-48. Full Text
  - Dunson, DB. "Bayesian modeling of the level and duration of fertility in the menstrual cycle." Biometrics 57, no. 4 (2001): 1067-1073.
  - Nyska, A, Lomnitski, L, Spalding, J, Dunson, DB, Goldsworthy, TL, Ben-Shaul, V, Grossman, S, Bergman, M, and Boorman, G. "Erratum: Topical and oral administration of the natural water-soluble antioxidant from spinach reduces the multiplicity of papillomas in the Tg.AC mouse model (Toxicology Letters (2001) 122 (33-44) PII: S0378427401003459)." Toxicology Letters 123, no. 2-3 (2001): 237--. Full Text
  - Wilcox, AJ, Dunson, D, and Baird, DD. "The timing of the "fertile window" in the menstrual cycle: day specific estimates from a prospective study." Bmj (Clinical Research Ed.) 321, no. 7271 (November 2000): 1259-1262. Full Text
  - Dunson, DB, Haseman, JK, van Birgelen, AP, Stasiewicz, S, and Tennant, RW. "Statistical analysis of skin tumor data from Tg.AC mouse bioassays." Toxicological Sciences 55, no. 2 (June 2000): 293-302. Full Text
  - Dunson, DB, and Weinberg, CR. "Accounting for unreported and missing intercourse in human fertility studies." Statistics in medicine 19, no. 5 (March 2000): 665-679. Full Text
  - Dunson, DB, and Dinse, GE. "Distinguishing effects on tumor multiplicity and growth rate in chemoprevention experiments." Biometrics 56, no. 4 (2000): 1068-1075.
  - Dunson, DB, and Tindall, KR. "Bayesian analysis of mutational spectra." Genetics 156, no. 3 (2000): 1411-1418.
  - Dunson, DB, and Weinberg, CR. "Accounting for unreported and missing intercourse in human fertility studies." Statistics in Medicine 19, no. 5 (2000): 665-679. Full Text
  - Dunson, DB, and Weinberg, CR. "Modeling human fertility in the presence of measurement error." Biometrics 56, no. 1 (2000): 288-292.
  - Dunson, DB, and Zhou, H. "A Bayesian Model for Fecundability and Sterility." Journal of the American Statistical Association 95, no. 452 (2000): 1054-1062.
  - Dunson, DB. "Assessing overall risk in reproductive experiments." Risk Analysis 20, no. 4 (2000): 429-437. Full Text
  - Dunson, DB. "Bayesian latent variable models for clustered mixed outcomes." Journal of the Royal Statistical Society. Series B: Statistical Methodology 62, no. 2 (2000): 355-366.
  - Dunson, DB. "Models for papilloma multiplicity and regression: Applications to transgenic mouse studies." Journal of the Royal Statistical Society. Series C: Applied Statistics 49, no. 1 (2000): 19-30.
  - Weinberg, CR, and Dunson, DB. "Some Issues in Assessing Human Fertility." Journal of the American Statistical Association 95, no. 449 (2000): 300-303.
  - Dunson, DB, Baird, DD, Wilcox, AJ, and Weinberg, CR. "Day-specific probabilities of clinical pregnancy based on two studies with imperfect measures of ovulation." Human Reproduction 14, no. 7 (1999): 1835-1839. Full Text
  - Dunson, DB, Weinberg, CR, Perreault, SD, and Chapin, RE. "Summarizing the motion of self-propelled cells: Applications to sperm motility." Biometrics 55, no. 2 (1999): 537-543.
  - Dunson, DB, and Haseman, JK. "Modeling tumor onset and multiplicity using transition models with latent variables." Biometrics 55, no. 3 (1999): 965-970.
  - Dunson, WA, and Dunson, DB. "Factors influencing growth and survival of the killifish, Rivulus marmoratus, held inside enclosures in mangrove swamps." Copeia , no. 3 (1999): 661-668.
  - Dunson, DB. "Dose-dependent number of implants and implications in developmental toxicity." Biometrics 54, no. 2 (1998): 558-569. Full Text
  - Dunson, WA, Paradise, CJ, and Dunson, DB. "Inhibitory effect of low salinity on growth and reproduction of the estuarine sheepshead minnow, Cyprinodon variegatus." Copeia , no. 1 (1998): 235-239.
  - Carlson, DE, Vogelstein, JT, Wu, Q, Lian, W, Zhou, M, Stoetzner, CR, Kipke, D, Weber, D, Dunson, DB, and Carin, L. "Multichannel Electrophysiological Spike Sorting via Joint Dictionary Learning & Mixture Modeling." Link to Item
  - Cornelis, B, Yang, Y, Vogelstein, JT, Dooms, A, Daubechies, I, and Dunson, D. "Bayesian crack detection in ultra high resolution multimodal images of paintings." Open Access Copy Link to Item
  - Durante, D, and Dunson, DB. "Bayesian Inference and Testing of Group Differences in Brain Networks (Published online)." Bayesian Analysis . Full Text
  - Johndrow, JE, Mattingly, JC, Mukherjee, S, and Dunson, D. "Optimal approximating Markov chains for Bayesian inference." Open Access Copy Link to Item
  - Johndrow, JE, Smith, A, Pillai, N, and Dunson, DB. "MCMC for Imbalanced Categorical Data(Published online)." Journal of the American Statistical Association : 1-10. Full Text
  - Li, D, and Dunson, D. "Efficient Manifold and Subspace Approximations with Spherelets." arXiv . Link to Item
  - Murray, JS, Dunson, DB, Carin, L, and Lucas, JE. "Bayesian Gaussian Copula Factor Models for Mixed Data." Full Text Open Access Copy Link to Item
  - Zhao, S, Engelhardt, BE, Mukherjee, S, and Dunson, DB. "Fast Moment Estimation for Generalized Latent Dirichlet Models(Published online)." Journal of the American Statistical Association : 1-13. Full Text
  - Zhou, M, Hannah, L, Dunson, D, and Carin, L. "Beta-Negative Binomial Process and Poisson Factor Analysis." Open Access Copy Link to Item
- Book Sections
  - Dunson, DB, Bhattacharya, A, and Griffin, JE. "Nonparametric Bayes Regression and Classification Through Mixtures of Product Kernels." In Bayesian Statistics 9. January 19, 2012. Full Text
  - Weinberg, CR, and Dunson, DB. "Some issues in assessing human fertility." In Statistics in the 21st Century, 42-49. January 1, 2001.
- Other Articles
  - Wang, L, Zhengwu Zhang, , and Dunson, . "COMMON AND INDIVIDUAL STRUCTURE OF MULTIPLE NETWORKS." (Working Paper) Link to Item
- Conference Papers
  - van den Boom, W, Schroeder, RA, Manning, MW, Setji, TL, Fiestan, G-O, and Dunson, DB. "Effect of A1C and Glucose on Postoperative Mortality in Noncardiac and Cardiac Surgeries." April 2018. Full Text
  - Wang, X, Dunson, D, and Leng, C. "No penalty no tears: Least squares in high-dimensional linear models." January 1, 2016.
  - Wang, X, Dunson, D, and Leng, C. "DECOrrelated feature space partitioning for distributed sparse regression." January 1, 2016.
  - Guo, F, and Dunson, DB. "Uncovering systematic bias in ratings across categories: A Bayesian approach." September 16, 2015. Full Text
  - Srivastava, S, Cevher, V, Tran-Dinh, Q, and Dunson, DB. "WASP: Scalable Bayes via barycenters of subset posteriors." January 1, 2015.
  - Van Den Boom, W, Dunson, D, and Reeves, G. "Quantifying uncertainty in variable selection with arbitrary matrices." January 1, 2015. Full Text
  - Wang, X, Guo, F, Heller, KA, and Dunson, DB. "Parallelizing MCMC with random partition trees." January 1, 2015.
  - Wang, X, Leng, C, and Dunson, DB. "On the consistency theory of high dimensional variable screening." January 1, 2015.
  - Wang, Y, and Dunson, D. "Probabilistic curve learning: Coulomb repulsion and the electrostatic Gaussian process." January 1, 2015.
  - Yin, R, Dunson, D, Cornelis, B, Brown, B, Ocon, N, Daubechies, I, Yin, R, Dunson, D, Cornelis, B, Brown, B, Ocon, N, and Daubechies, I. "Digital cradle removal in X-ray images of art paintingsDigital cradle removal in X-ray images of art paintings (PublishedPublished)." January 28, 2014. Full Text
  - Durante, D, and Dunson, DB. "Bayesian logistic Gaussian process models for dynamic networks." January 1, 2014.
  - Minsker, S, Srivastava, S, Lin, L, and Dunson, DB. "Scalable and robust Bayesian inference via the median posterior." January 1, 2014.
  - Rai, P, Wang, Y, Guo, S, Chen, G, Dunson, D, and Carin, L. "Scalable bayesian low-rank decomposition of incomplete multiway tensors." January 1, 2014.
  - Wang, X, Peng, P, and Dunson, DB. "Median selection subset aggregation for parallel inference." January 1, 2014.
  - Banerjee, A, Murray, J, and Dunson, DB. "Bayesian learning of joint distributions of objects." January 1, 2013.
  - Johndrow, JE, Lum, K, and Dunson, DB. "Diagonal orthant multinomial probit models." January 1, 2013.
  - Fyshe, A, Fox, E, Dunson, D, and Mitchell, T. "Hierarchical latent dictionaries for models of brain activation." January 1, 2012.
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