PReMiuM swMATH ID: 14746 Software Authors: Liverani, S., Hastie, D.I., Richardson, S. Description: R package PReMiuM: Dirichlet Process Bayesian Clustering, Profile Regression. Bayesian clustering using a Dirichlet process mixture model. This model is an alternative to regression models, non-parametrically linking a response vector to covariate data through cluster membership. The package allows Bernoulli, Binomial, Poisson, Normal, survival and categorical response, as well as Normal and discrete covariates. It also allows for fixed effects in the response model, where a spatial CAR (conditional autoregressive) term can be also included. Additionally, predictions may be made for the response, and missing values for the covariates are handled. Several samplers and label switching moves are implemented along with diagnostic tools to assess convergence. A number of R functions for post-processing of the output are also provided. In addition to fitting mixtures, it may additionally be of interest to determine which covariates actively drive the mixture components. This is implemented in the package as variable selection. Homepage: https://cran.r-project.org/web/packages/PReMiuM/index.html Source Code: https://github.com/cran/PReMiuM Dependencies: R Related Software: R; mclust; micEcon; Stata; gmnl; Mlogit; NLOGIT; Rchoice; MASS (R); SNscan; AMOEBA; SpatialEpiApp; Surveillance; rsatscan; smerc; smacpod; ClustGeo; lme4; SpatialEpi; DCluster Cited in: 10 Documents Standard Articles 2 Publications describing the Software, including 2 Publications in zbMATH Year Clustering method for censored and collinear survival data. Zbl 1505.62252Liverani, Silvia; Leigh, Lucy; Hudson, Irene L.; Byles, Julie E. 2021 Sampling from Dirichlet process mixture models with unknown concentration parameter: mixing issues in large data implementations. Zbl 1332.62093Hastie, David I.; Liverani, Silvia; Richardson, Sylvia 2015 all top 5 Cited by 30 Authors 2 Liverani, Silvia 2 Richardson, Sylvia 1 Abbott, Benjamin 1 Abolhassani, Ali 1 Argiento, Raffaele 1 Byles, Julie E. 1 Crook, Oliver M. 1 Dupas, Rémi 1 Frühwirth-Schnatter, Sylvia 1 Gatto, Laurent 1 Graham, Jinko 1 Grün, Bettina 1 Guglielmi, Alessandra 1 Hastie, David I. 1 Heaton, Matthew J. 1 Heiner, Matthew 1 Hsiao, Chuhsing Kate 1 Hudson, Irene Lena 1 Kirk, Paul D. W. 1 Leigh, Lucy 1 Liu, Dongmeng 1 Malsiner-Walli, Gertraud 1 Minaudo, Camille 1 Papathomas, Michail 1 Porter, Michael D. 1 Prates, Marcos Oliveira 1 Ruggeri, Fabrizio 1 Wang, Charlotte 1 Wang, Ketong 1 White, Philip A. all top 5 Cited in 8 Serials 2 Statistics and Computing 1 The American Statistician 1 Journal of Statistical Planning and Inference 1 Computational Statistics 1 Computational Statistics and Data Analysis 1 Statistical Applications in Genetics and Molecular Biology 1 Statistics Surveys 1 Journal of Agricultural, Biological, and Environmental Statistics Cited in 3 Fields 10 Statistics (62-XX) 2 Biology and other natural sciences (92-XX) 1 Probability theory and stochastic processes (60-XX) Citations by Year