Other packages > Find by keyword >

PSW  

Propensity Score Weighting Methods for Dichotomous Treatments
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("PSW", "1.1-3")



Attach the package and use:
library("PSW")
Maintained by
Huzhang Mao
[Scholar Profile | Author Map]
First Published: 2017-09-22
Latest Update: 2018-01-19
Description:
Provides propensity score weighting methods to control for confounding in causal inference with dichotomous treatments and continuous/binary outcomes. It includes the following functional modules: (1) visualization of the propensity score distribution in both treatment groups with mirror histogram, (2) covariate balance diagnosis, (3) propensity score model specification test, (4) weighted estimation of treatment effect, and (5) augmented estimation of treatment effect with outcome regression. The weighting methods include the inverse probability weight (IPW) for estimating the average treatment effect (ATE), the IPW for average treatment effect of the treated (ATT), the IPW for the average treatment effect of the controls (ATC), the matching weight (MW), the overlap weight (OVERLAP), and the trapezoidal weight (TRAPEZOIDAL). Sandwich variance estimation is provided to adjust for the sampling variability of the estimated propensity score. These methods are discussed by Hirano et al (2003) , Lunceford and Davidian (2004) , Li and Greene (2013) , and Li et al (2016) .
How to cite:
Huzhang Mao (2017). PSW: Propensity Score Weighting Methods for Dichotomous Treatments. R package version 1.1-3, https://cran.r-project.org/web/packages/PSW. Accessed 08 May. 2025.
Previous versions and publish date:
1.1-1 (2017-09-22 15:00), 1.1-2 (2017-10-09 20:36)
Other packages that cited PSW R package
View PSW citation profile
Other R packages that PSW depends, imports, suggests or enhances
Complete documentation for PSW
Functions, R codes and Examples using the PSW R package
Some associated functions: psw.aug . psw.balance . psw.mirror.hist . psw . psw.spec.test . psw.wt . test_data . 
Some associated R codes: psw-internal.R . psw_aug.R . psw_balance.R . psw_main.R . psw_mirror_hist.R . psw_spec_test.R . psw_wt.R . test_data.R .  Full PSW package functions and examples
Downloads during the last 30 days
04/0804/0904/1004/1104/1204/1304/1404/1504/1604/1704/1804/1904/2004/2104/2204/2304/2404/2504/2604/2704/2804/2904/3005/0105/0205/0305/0405/0505/06Downloads for PSW02468101214161820222426TrendBars

Today's Hot Picks in Authors and Packages

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  
gms  
'GAMS' Modularization Support Package
A collection of tools to create, use and maintain modularized model code written in the modeling la ...
Download / Learn more Package Citations See dependency  
MultiATSM  
Multicountry Term Structure of Interest Rates Models
Estimation routines for several classes of affine term structure of interest rates models. All the m ...
Download / Learn more Package Citations See dependency  
trajr  
Animal Trajectory Analysis
A toolbox to assist with statistical analysis of animal trajectories. It provides simple access to a ...
Download / Learn more Package Citations See dependency  
gaussDiff  
Difference measures for multivariate Gaussian probability density functions
A collection difference measures for multivariate Gaussian probability density functions, such as t ...
Download / Learn more Package Citations See dependency  
MXM  
Feature Selection (Including Multiple Solutions) and Bayesian Networks
Many feature selection methods for a wide range of response variables, including minimal, statistica ...
Download / Learn more Package Citations See dependency  

24,205

R Packages

207,311

Dependencies

65,312

Author Associations

24,206

Publication Badges

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