GJRM swMATH ID: 23082 Software Authors: Marra, Giampiero; Radice, Rosalba Description: A joint regression modeling framework for analyzing bivariate binary data in R. We discuss some of the features of the R add-on package GJRM which implements a flexible joint modeling framework for fitting a number of multivariate response regression models under various sampling schemes. In particular,we focus on the case inwhich the user wishes to fit bivariate binary regression models in the presence of several forms of selection bias. The framework allows for Gaussian and non-Gaussian dependencies through the use of copulae, and for the association and mean parameters to depend on flexible functions of covariates. We describe some of the methodological details underpinning the bivariate binary models implemented in the package and illustrate them by fitting interpretable models of different complexity on three data-sets. Homepage: https://cran.r-project.org/web/packages/GJRM/index.html Source Code: https://github.com/cran/GJRM Keywords: binary data; copula; confounding; joint model; penalized smoother; selection bias; \(mathsf{R}\); simultaneous parameter estimation Related Software: R; gamair; GAMLSS; SemiPar; Stata; SAS; trust; CDVine; SAS/STAT; sampleSelection; SemiParBIVProbit; lme4; ivlewbel; corpcor; lavaan; optimx; AER; Systemfit; mvtnorm; sem Cited in: 12 Documents Standard Articles 1 Publication describing the Software, including 1 Publication in zbMATH Year A joint regression modeling framework for analyzing bivariate binary data in \(\mathsf{R}\). Zbl 06839234Marra, Giampiero; Radice, Rosalba 2017 all top 5 Cited by 17 Authors 10 Marra, Giampiero 9 Radice, Rosalba 2 Groll, Andreas 2 Kneib, Thomas 2 van der Wurp, Hendrik 1 Aeberhard, William H. 1 Azzalini, Adelchi 1 Cantoni, Eva 1 Dettoni, Robinson 1 Eletti, Alessia 1 Farcomeni, Alessio 1 Filippou, Panagiota 1 Kim, Hea-Jung 1 Kim, Hyoung-Moon 1 Petti, Danilo 1 Wojtyś, Małgorzata 1 Wyszynski, Karol all top 5 Cited in 9 Serials 3 Computational Statistics and Data Analysis 2 Statistics and Computing 1 Journal of the American Statistical Association 1 Journal of Statistical Planning and Inference 1 Computational Statistics 1 Statistical Methods and Applications 1 AStA. Advances in Statistical Analysis 1 Journal of Computational and Graphical Statistics 1 Dependence Modeling Cited in 2 Fields 12 Statistics (62-XX) 1 Numerical analysis (65-XX) Citations by Year