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 28 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

NPflow  
Bayesian Nonparametrics for Automatic Gating of Flow-Cytometry Data
Dirichlet process mixture of multivariate normal, skew normal or skew t-distributions modeling orie ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
survivalMPLdc  
Penalised Likelihood for Survival Analysis with Dependent Censoring
Fitting Cox proportional hazard model under dependent right censoring using copula and maximum penal ...
Download / Learn more Package Citations See dependency  
shinyFeedback  
Display User Feedback in Shiny Apps
Easily display user feedback in Shiny apps. ...
Download / Learn more Package Citations See dependency  
mxnorm  
Apply Normalization Methods to Multiplexed Images
Implements methods to normalize multiplexed imaging data, including statistical metrics and visuali ...
Download / Learn more Package Citations See dependency  
spatialCovariance  
Computation of Spatial Covariance Matrices for Data on Rectangles
Functions that compute the spatial covariance matrix for the matern and power classes of spatial mod ...
Download / Learn more Package Citations See dependency  

28,332

R Packages

239,283

Dependencies

75,113

Author Associations

28,333

Publication Badges

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