Other packages > Find by keyword >

FindIt  

Finding Heterogeneous Treatment Effects
View on CRAN: Click here


Download and install FindIt package within the R console
Install from CRAN:
install.packages("FindIt")

Install from Github:
library("remotes")
install_github("cran/FindIt")

Install by package version:
library("remotes")
install_version("FindIt", "1.3.0")



Attach the package and use:
library("FindIt")
Maintained by
Naoki Egami
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2012-12-10
Latest Update:
Description:
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. The package also contains a class of functions, CausalANOVA, which estimates the average marginal interaction effects (AMIEs) by a regularized ANOVA as proposed by Egami and Imai (2019). It contains a variety of regularization techniques to facilitate analysis of large factorial experiments.
How to cite:
Naoki Egami (2012). FindIt: Finding Heterogeneous Treatment Effects. R package version 1.3.0, https://cran.r-project.org/web/packages/FindIt. Accessed 07 Aug. 2026.
Previous versions and publish date:
0.1 (2012-12-10 17:29), 0.2 (2013-01-25 07:53), 0.3 (2013-02-01 07:53), 0.4 (2015-02-08 00:31), 0.5 (2015-02-27 12:11), 1.0 (2016-12-31 08:42), 1.1.1 (2017-08-24 22:51), 1.1.2 (2017-10-05 23:00), 1.1.3 (2018-01-21 18:28), 1.1.4 (2018-04-11 09:02), 1.1 (2017-08-14 20:33), 1.2.0 (2019-11-20 22:50), (2026-07-09 08:04)
Other packages that cited FindIt R package
View FindIt citation profile
Other R packages that FindIt depends, imports, suggests or enhances
Complete documentation for FindIt
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

enrichwith  
Methods to Enrich R Objects with Extra Components
Provides the "enrich" method to enrich list-like R objects with new, relevant components. The curren ...
Download / Learn more Package Citations See dependency  
modelwordcloud  
Model Word Clouds
Makes a word cloud of text, sized by the frequency of the word, and colored either by user-specified ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
bbricks  
Bayesian Methods and Graphical Model Structures for Statistical Modeling
A set of frequently used Bayesian parametric and nonparametric model structures, as well as a set of ...
Download / Learn more Package Citations See dependency  
BayesESS  
Determining Effective Sample Size
Determines effective sample size of a parametric prior distribution in Bayesian models. For a web-b ...
Download / Learn more Package Citations See dependency  

28,083

R Packages

239,283

Dependencies

74,457

Author Associations

28,084

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA