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Bayesian dynamic modeling of latent trait distributions.
Dunson DB. Dunson DB. Biostatistics. 2006 Oct;7(4):551-68. doi: 10.1093/biostatistics/kxj025. Epub 2006 Feb 17. Biostatistics. 2006. PMID: 16488893
Nonparametric Bayesian dictionary learning for analysis of noisy and incomplete images.
Zhou M, Chen H, Paisley J, Ren L, Li L, Xing Z, Dunson D, Sapiro G, Carin L. Zhou M, et al. Among authors: Dunson D. IEEE Trans Image Process. 2012 Jan;21(1):130-44. doi: 10.1109/TIP.2011.2160072. Epub 2011 Jun 20. IEEE Trans Image Process. 2012. PMID: 21693421 Free PMC article.
Bayesian nonparametric hierarchical modeling.
Dunson DB. Dunson DB. Biom J. 2009 Apr;51(2):273-84. doi: 10.1002/bimj.200800183. Biom J. 2009. PMID: 19358217
Bayesian network-response regression.
Wang L, Durante D, Jung RE, Dunson DB. Wang L, et al. Among authors: Dunson DB. Bioinformatics. 2017 Jun 15;33(12):1859-1866. doi: 10.1093/bioinformatics/btx050. Bioinformatics. 2017. PMID: 28165112
Nonparametric Bayes modeling for case control studies with many predictors.
Zhou J, Herring AH, Bhattacharya A, Olshan AF, Dunson DB; National Birth Defects Prevention Study. Zhou J, et al. Among authors: Dunson DB. Biometrics. 2016 Mar;72(1):184-92. doi: 10.1111/biom.12411. Epub 2015 Sep 22. Biometrics. 2016. PMID: 26394204 Free PMC article.
Bayesian consensus clustering.
Lock EF, Dunson DB. Lock EF, et al. Among authors: Dunson DB. Bioinformatics. 2013 Oct 15;29(20):2610-6. doi: 10.1093/bioinformatics/btt425. Epub 2013 Aug 28. Bioinformatics. 2013. PMID: 23990412 Free PMC article.
Learning phenotype densities conditional on many interacting predictors.
Kessler DC, Taylor JA, Dunson DB. Kessler DC, et al. Among authors: Dunson DB. Bioinformatics. 2014 Jun 1;30(11):1562-8. doi: 10.1093/bioinformatics/btu040. Epub 2014 Feb 5. Bioinformatics. 2014. PMID: 24501099 Free PMC article.
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