DPpackage: Bayesian Nonparametric Modeling in R

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. 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. 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: 1.1-7.4
Depends: R (≥ 2.10)
Imports: MASS, nlme, survival, splines, methods
Published: 2018-01-06
Author: Alejandro Jara [aut, cre], Timothy Hanson [ctb], Fernando Quintana [ctb], Peter Mueller [ctb], Gary Rosner [ctb]
Maintainer: ORPHANED
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
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_1.1-7.4.tar.gz
Windows binaries: r-devel: DPpackage_1.1-7.4.zip, r-release: DPpackage_1.1-7.4.zip, r-oldrel: DPpackage_1.1-7.4.zip
OS X binaries: r-release: DPpackage_1.1-7.4.tgz, r-oldrel: DPpackage_1.1-7.4.tgz
Old sources: DPpackage archive

Reverse dependencies:

Reverse depends: DPWeibull
Reverse suggests: icensBKL, mice


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