Other packages > Find by keyword >

localIV  

Estimation of Marginal Treatment Effects using Local Instrumental Variables
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("localIV", "0.3.2")



Attach the package and use:
library("localIV")
Maintained by
Xiang Zhou
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2018-08-05
Latest Update: 2020-06-26
Description:
In the generalized Roy model, the marginal treatment effect (MTE) can be used as a building block for constructing conventional causal parameters such as the average treatment effect (ATE) and the average treatment effect on the treated (ATT). Given a treatment selection equation and an outcome equation, the function mte() estimates the MTE via the semiparametric local instrumental variables method or the normal selection model. The function mte_at() evaluates MTE at different values of the latent resistance u with a given X = x, and the function mte_tilde_at() evaluates MTE projected onto the estimated propensity score. The function ace() estimates population-level average causal effects such as ATE, ATT, or the marginal policy relevant treatment effect.
How to cite:
Xiang Zhou (2018). localIV: Estimation of Marginal Treatment Effects using Local Instrumental Variables. R package version 0.3.2, https://cran.r-project.org/web/packages/localIV. Accessed 27 Oct. 2026.
Previous versions and publish date:
(2026-08-21 07:47), 0.1.0 (2018-08-05 20:20), 0.2.0 (2019-04-28 21:20), 0.2.1 (2019-05-06 06:30), 0.3.0 (2020-04-01 16:30), 0.3.1 (2020-06-26 17:40)
Other packages that cited localIV R package
View localIV citation profile
Other R packages that localIV depends, imports, suggests or enhances
Complete documentation for localIV
Functions, R codes and Examples using the localIV R package
Some associated functions: ace . mte . mte_at . mte_tilde_at . toydata . 
Some associated R codes: ace.R . data.R . mte.R . mte_at.R . mte_localIV.R . mte_normal.R . mte_tilde_at.R . utils.R .  Full localIV package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

exams2learnr  
Interface for 'exams' Exercises in 'learnr' Tutorials
Automatic generation of quizzes or individual questions for 'learnr' tutorials based on 'R/exams' ex ...
Download / Learn more Package Citations See dependency  
SGB  
Simplicial Generalized Beta Regression
Main properties and regression procedures using a generalization of the Dirichlet distribution calle ...
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  
usemodels  
Boilerplate Code for 'Tidymodels' Analyses
Code snippets to fit models using the tidymodels framework can be easily created for a given data se ...
Download / Learn more Package Citations See dependency  
spanish  
Translate Quantities from Strings to Integer and Back. Misc Functions on Spanish Data
Character vector to numerical translation in Euros from Spanish spelled monetary quantities. Reverse ...
Download / Learn more Package Citations See dependency  

29,218

R Packages

247,686

Dependencies

77,281

Author Associations

29,219

Publication Badges

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