DPpackage: Bayesian nonparametric modeling in R

This package contains functions to perform inference via simulation from the posterior distributions for Bayesian nonparametric and semiparametric models. Although the name of the package was motivated by the Dirichlet Process prior, the package considers and will consider other priors on functional spaces. So far, DPpackage includes models considering Dirichlet Processes, Dependent Dirichlet Processes, Dependent Poisson- Dirichlet Processes, Hierarchical Dirichlet Processes, Polya Trees, Linear Dependent Tailfree Processes, Mixtures of Triangular distributions, Random Bernstein polynomials priors and Dependent Bernstein Polynomials. The package also includes models considering Penalized B-Splines. Currently the package includes semiparametric models for marginal and conditional density estimation, ROC curve analysis, interval censored data, binary regression models, generalized linear mixed models, IRT type models, and generalized additive models. The package also contains functions to compute Pseudo-Bayes factors for model comparison, and to elicitate the precision parameter of the Dirichlet Process. To maximize computational efficiency, the actual sampling for each model is done in compiled FORTRAN. The functions return objects which can be subsequently analyzed with functions provided in the coda package.

Version: 1.1-6
Depends: R (≥ 2.10), MASS, nlme, survival, splines
Published: 2012-09-14
Author: Alejandro Jara [aut, cre], Timothy Hanson [ctb], Fernando Quintana [ctb], Peter Mueller [ctb], Gary Rosner [ctb]
Maintainer: Alejandro Jara <atjara at uc.cl>
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] (see file LICENSE)
URL: http://www.mat.puc.cl/~ajara
NeedsCompilation: yes
Citation: DPpackage citation info
In views: Bayesian, Survival
CRAN checks: DPpackage results


Reference manual: DPpackage.pdf
Package source: DPpackage_1.1-6.tar.gz
Windows binaries: r-devel: DPpackage_1.1-6.zip, r-release: DPpackage_1.1-6.zip, r-oldrel: DPpackage_1.1-6.zip
OS X Mavericks binaries: r-release: DPpackage_1.1-6.tgz, r-oldrel: DPpackage_1.1-6.tgz
Old sources: DPpackage archive

Reverse dependencies:

Reverse depends: CHAT, msBP
Reverse imports: BANFF, SNSequate


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