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FindIt

swMATH ID: 8164
Software Authors: Marc Ratkovic, Kosuke Imai
Description: FindIt: R Package for Finding Heterogeneous Treatment Effects. FindIt is an R package that implements the heterogeneous treatment effect estimation procedure proposed by Imai and Ratkovic (2013). The proposed method is applicable, for example, when selecting a small number of most (or least) efficacious treatments from a large number of alternative treatments as well as when identifying subsets of the population who benefit (or are harmed by) a treatment of interest. The method adapts the Support Vector Machine classifier by placing separate LASSO constraints over the pre-treatment parameters and causal heterogeneity parameters of interest. This allows for the qualitative distinction between causal and other parameters, thereby making the variable selection suitable for the exploration of causal heterogeneity.
Homepage: http://cran.r-project.org/web/packages/FindIt/index.html
Dependencies: R
Related Software: quint; BayesTree; survival; glmnet; R; ggplot2; SIDES; SubgrpID; EffectTreat; model4you; DynTxRegime; Kernlab; gbm; mgcv; personalized; DSBayes; anoint; shiny; beanz; CRAN
Referenced in: 1 Publication

Referenced by 2 Authors

1 Imai, Kosuke
1 Ratkovic, Marc

Referenced in 1 Field

1 Statistics (62-XX)

Referencing Publications by Year