Other packages > Find by keyword >

hdcate  

Estimation of Conditional Average Treatment Effects with High-Dimensional Data
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("hdcate", "0.1.0")



Attach the package and use:
library("hdcate")
Maintained by
Qingliang Fan
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-12-14
Latest Update: 2022-12-14
Description:
A two-step double-robust method to estimate the conditional average treatment effects (CATE) with potentially high-dimensional covariate(s). In the first stage, the nuisance functions necessary for identifying CATE are estimated by machine learning methods, allowing the number of covariates to be comparable to or larger than the sample size. The second stage consists of a low-dimensional local linear regression, reducing CATE to a function of the covariate(s) of interest. The CATE estimator implemented in this package not only allows for high-dimensional data, but also has the
How to cite:
Qingliang Fan (2022). hdcate: Estimation of Conditional Average Treatment Effects with High-Dimensional Data. R package version 0.1.0, https://cran.r-project.org/web/packages/hdcate. Accessed 06 Mar. 2026.
Previous versions and publish date:
No previous versions
Other packages that cited hdcate R package
View hdcate citation profile
Other R packages that hdcate depends, imports, suggests or enhances
Complete documentation for hdcate
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

openxlsx  
Read, Write and Edit xlsx Files
Simplifies the creation of Excel .xlsx files by providing a high level interface to writing, stylin ...
Download / Learn more Package Citations See dependency  
DatabionicSwarm  
Swarm Intelligence for Self-Organized Clustering
Algorithms implementing populations of agents that interact with one another and sense their environ ...
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  
mlr3viz  
Visualizations for 'mlr3'
Visualization package of the 'mlr3' ecosystem. It features plots for mlr3 objects such as tasks, le ...
Download / Learn more Package Citations See dependency  
lbfgs  
Limited-memory BFGS Optimization
A wrapper built around the libLBFGS optimization library by Naoaki Okazaki. The lbfgs package implem ...
Download / Learn more Package Citations See dependency  
solitude  
An Implementation of Isolation Forest
Isolation forest is anomaly detection method introduced by the paper Isolation based Anomaly Detecti ...
Download / Learn more Package Citations See dependency  

26,264

R Packages

223,360

Dependencies

70,244

Author Associations

26,265

Publication Badges

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