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]
All associated links for this package
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 21 Nov. 2024.
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
Get rewarded with contribution points by helping add
Reviews / comments / questions /suggestions ↴↴↴

Today's Hot Picks in Authors and Packages

deductive  
Data Correction and Imputation Using Deductive Methods
Attempt to repair inconsistencies and missing values in data records by using information from vali ...
Download / Learn more Package Citations See dependency  
crossrun  
Joint Distribution of Number of Crossings and Longest Run
Joint distribution of number of crossings and the longest run in a series of independent Bernoulli ...
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  
pkgdepends  
Package Dependency Resolution and Downloads
Find recursive dependencies of 'R' packages from various sources. Solve the dependencies to obtain ...
Download / Learn more Package Citations See dependency  
SCBiclust  
Identifies Mean, Variance, and Hierarchically Clustered Biclusters
Identifies a bicluster, a submatrix of the data such that the features and observations within the s ...
Download / Learn more Package Citations See dependency  
kgschart  
KGS Rank Graph Parser
Restore underlining numeric data from rating history graph of KGS (an online platform of the game o ...
Download / Learn more Package Citations See dependency  

23,229

R Packages

199,929

Dependencies

62,984

Author Associations

23,230

Publication Badges

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