Glmulti swMATH ID: 10544 Software Authors: Vincent Calcagno, Claire de Mazancourt Description: glmulti: An R Package for Easy Automated Model Selection with (Generalized) Linear Models. We introduce glmulti, an R package for automated model selection and multi-model inference with glm and related functions. From a list of explanatory variables, the provided function glmulti builds all possible unique models involving these variables and, optionally, their pairwise interactions. Restrictions can be specified for candidate models, by excluding specific terms, enforcing marginality, or controlling model complexity. Models are fitted with standard R functions like glm. The n best models and their support (e.g., (Q)AIC, (Q)AICc, or BIC) are returned, allowing model selection and multi-model inference through standard R functions. The package is optimized for large candidate sets by avoiding memory limitation, facilitating parallelization and providing, in addition to exhaustive screening, a compiled genetic algorithm method. This article briefly presents the statistical framework and introduces the package, with applications to simulated and real data. Homepage: http://www.jstatsoft.org/v34/i12 Source Code: https://github.com/cran/Glmulti Dependencies: R Related Software: R; bestglm; leaps; BeSS; MuMIn; UCI-ml; survival; lmSubsets; Rcpp; subselect; doParallel; foreach; CRAN Task Views; GA; AICcmodavg; truncnorm; Mcmcpack; boa; scikit-survival; mlr3 Cited in: 5 Publications Standard Articles 1 Publication describing the Software Year all top 5 Cited by 13 Authors 2 Cengiz, Mehmet Ali 2 Dünder, Emre 2 Gümüştekin, Serpil 1 Ji, Yonggang 1 Kabaila, Paul V. 1 Koç, Haydar 1 Koç, Tuba 1 Lin, Nan 1 Stoklosa, Jakub 1 Warton, David I. 1 Welsh, Alan H. 1 Wijethunga, Christeen 1 Zhang, Baoxue Cited in 5 Serials 1 Journal of Statistical Planning and Inference 1 Communications in Statistics. Theory and Methods 1 Computational Statistics and Data Analysis 1 Journal of Applied Statistics 1 Journal of Computational and Graphical Statistics Cited in 2 Fields 5 Statistics (62-XX) 1 Numerical analysis (65-XX) Citations by Year