Other packages > Find by keyword >

dbw  

Doubly Robust Distribution Balancing Weighting Estimation
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("dbw", "1.1.4")



Attach the package and use:
library("dbw")
Maintained by
Hiroto Katsumata
[Scholar Profile | Author Map]
First Published: 2024-08-28
Latest Update: 2024-08-28
Description:
Implements the doubly robust distribution balancing weighting proposed by Katsumata (2024) <doi:10.1017/psrm.2024.23>, which improves the augmented inverse probability weighting (AIPW) by estimating propensity scores with estimating equations suitable for the pre-specified parameter of interest (e.g., the average treatment effects or the average treatment effects on the treated) and estimating outcome models with the estimated inverse probability weights. It also implements the covariate balancing propensity score proposed by Imai and Ratkovic (2014) <doi:10.1111/rssb.12027> and the entropy balancing weighting proposed by Hainmueller (2012) <doi:10.1093/pan/mpr025>, both of which use covariate balancing conditions in propensity score estimation. The point estimate of the parameter of interest and its uncertainty as well as coefficients for propensity score estimation and outcome regression are produced using the M-estimation. The same functions can be used to estimate average outcomes in missing outcome cases.
How to cite:
Hiroto Katsumata (2024). dbw: Doubly Robust Distribution Balancing Weighting Estimation. R package version 1.1.4, https://cran.r-project.org/web/packages/dbw. Accessed 07 Apr. 2025.
Previous versions and publish date:
No previous versions
Other packages that cited dbw R package
View dbw citation profile
Other R packages that dbw depends, imports, suggests or enhances
Complete documentation for dbw
Functions, R codes and Examples using the dbw R package
Full dbw package functions and examples
Downloads during the last 30 days
03/0803/0903/1003/1103/1203/1303/1403/1503/1603/1703/1803/1903/2003/2103/2203/2303/2403/2503/2603/2703/2803/2903/3003/3104/0104/0204/0304/0404/0504/06Downloads for dbw012345678910111213TrendBars

Today's Hot Picks in Authors and Packages

letsR  
Data Handling and Analysis in Macroecology
Handling, processing, and analyzing geographic data on species' distributions and environmental var ...
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  
ASMap  
Linkage Map Construction using the MSTmap Algorithm
Functions for Accurate and Speedy linkage map construction, manipulation and diagnosis of Doubled Ha ...
Download / Learn more Package Citations See dependency  
MetaAnalyser  
An Interactive Visualisation of Meta-Analysis as a Physical Weighing Machine
An interactive application to visualise meta-analysis data as a physical weighing machine. The inte ...
Download / Learn more Package Citations See dependency  
nutriNetwork  
Structure Learning with Copula Graphical Model
Statistical tool for learning the structure of direct associations among variables for continuous d ...
Download / Learn more Package Citations See dependency  
probout  
Unsupervised Multivariate Outlier Probabilities for Large Datasets
Estimates unsupervised outlier probabilities for multivariate numeric data with many observations fr ...
Download / Learn more Package Citations See dependency  

24,012

R Packages

207,311

Dependencies

64,867

Author Associations

24,013

Publication Badges

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