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model4you

swMATH ID: 28804
Software Authors: Heidi Seibold, Achim Zeileis, Torsten Hothorn
Description: R package model4you: Stratified and Personalised Models Based on Model-Based Trees and Forests. Model-based trees for subgroup analyses in clinical trials and model-based forests for the estimation and prediction of personalised treatment effects (personalised models). Currently partitioning of linear models, lm(), generalised linear models, glm(), and Weibull models, survreg(), is supported. Advanced plotting functionality is supported for the trees and a test for parameter heterogeneity is provided for the personalised models. For details on model-based trees for subgroup analyses see Seibold, Zeileis and Hothorn (2016) <doi:10.1515/ijb-2015-0032>; for details on model-based forests for estimation of individual treatment effects see Seibold, Zeileis and Hothorn (2017) <doi:10.1177/0962280217693034>.
Homepage: https://cran.r-project.org/web/packages/model4you/index.html
Source Code: https://github.com/cran/model4you
Dependencies: R
Keywords: personalised medicine; subgroup analysis; model-based recursive partitioning; unbiased trees; treatment effect; random forest; JORS; R package
Related Software: ggplot2; R; SIDES; SubgrpID; FindIt; quint; EffectTreat; BayesTree; DynTxRegime; Kernlab; gbm; mgcv; survival; glmnet; personalized; psychotools; partykit; ggbeeswarm; gridExtra
Cited in: 0 Publications

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