Other packages > Find by keyword >

leakyIV  

Leaky Instrumental Variables
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("leakyIV", "0.0.1")



Attach the package and use:
library("leakyIV")
Maintained by
David S. Watson
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2024-04-09
Latest Update: 2024-04-09
Description:
Instrumental variables (IVs) are a popular and powerful tool for estimating causal effects in the presence of unobserved confounding. However, classical methods rely on strong assumptions such as the exclusion criterion, which states that instrumental effects must be entirely mediated by treatments. In the so-called "leaky" IV setting, candidate instruments are allowed to have some direct influence on outcomes, rendering the average treatment effect (ATE) unidentifiable. But with limits on the amount of information leakage, we may still recover sharp bounds on the ATE, providing partial identification. This package implements methods for ATE bounding in the leaky IV setting with linear structural equations. For details, see Watson et al. (2024) .
How to cite:
David S. Watson (2024). leakyIV: Leaky Instrumental Variables. R package version 0.0.1, https://cran.r-project.org/web/packages/leakyIV. Accessed 06 Jun. 2026.
Previous versions and publish date:
No previous versions
Other packages that cited leakyIV R package
View leakyIV citation profile
Other R packages that leakyIV depends, imports, suggests or enhances
Complete documentation for leakyIV
Functions, R codes and Examples using the leakyIV R package
Full leakyIV package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

rwavelet  
Wavelet Analysis
Perform wavelet analysis (orthogonal,translation invariant, tensorial, 1-2-3d transforms, thresholdi ...
Download / Learn more Package Citations See dependency  
IAPWS95  
Thermophysical Properties of Water and Steam
An implementation of the International Association for the Properties of Water (IAPWS) Formulation ...
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  
BALLI  
Expression RNA-Seq Data Analysis Based on Linear Mixed Model
Analysis of gene expression RNA-seq data using Bartlett-Adjusted Likelihood-based LInear model (BALL ...
Download / Learn more Package Citations See dependency  
worrrd  
Generate Wordsearch and Crossword Puzzles
Generate wordsearch and crossword puzzles using custom lists of words (and clues).Make them easy or ...
Download / Learn more Package Citations See dependency  
odbc  
Connect to ODBC Compatible Databases (using the DBI Interface)
A DBI-compatible interface to ODBC databases. ...
Download / Learn more Package Citations See dependency  

27,268

R Packages

233,548

Dependencies

72,820

Author Associations

27,205

Publication Badges

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