Other packages > Find by keyword >

SMMAL  

Semi-Supervised Estimation of Average Treatment Effects
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("SMMAL", "0.0.5")



Attach the package and use:
library("SMMAL")
Maintained by
Jue Hou
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2025-08-28
Latest Update: 2025-08-28
Description:
Provides a pipeline for estimating the average treatment effect via semi-supervised learning. Outcome regression is fit with cross-fitting using various machine learning method or user customized function. Doubly robust ATE estimation leverages both labeled and unlabeled data under a semi-supervised missing-data framework. For more details see Hou et al. (2021) <doi:10.48550/arxiv.2110.12336>. A detailed vignette is included.
How to cite:
Jue Hou (2025). SMMAL: Semi-Supervised Estimation of Average Treatment Effects. R package version 0.0.5, https://cran.r-project.org/web/packages/SMMAL. Accessed 07 Aug. 2026.
Previous versions and publish date:
No previous versions
Other packages that cited SMMAL R package
View SMMAL citation profile
Other R packages that SMMAL depends, imports, suggests or enhances
Complete documentation for SMMAL
Functions, R codes and Examples using the SMMAL R package
Full SMMAL package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

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  
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  
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