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", "0.3.1")



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 0.3.1, https://cran.r-project.org/web/packages/localIV. Accessed 25 Jun. 2026.
Previous versions and publish date:
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)
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

foster  
Forest Structure Extrapolation with R
Set of tools to streamline the modeling of the relationship betweensatellite imagery time series or ...
Download / Learn more Package Citations See dependency  
quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  
airGRiwrm  
'airGR' Integrated Water Resource Management
Semi-distributed Precipitation-Runoff Modelling based on 'airGR' package models integrating human i ...
Download / Learn more Package Citations See dependency  
sitmo  
Parallel Pseudo Random Number Generator (PPRNG) 'sitmo' Header Files
Provided within are two high quality and fast PPRNGs that may be used in an 'OpenMP' parallel enviro ...
Download / Learn more Package Citations See dependency  
edeaR  
Exploratory and Descriptive Event-Based Data Analysis
Exploratory and descriptive analysis of event based data. Provides methods for describing and select ...
Download / Learn more Package Citations See dependency  

27,535

R Packages

236,180

Dependencies

73,223

Author Associations

27,536

Publication Badges

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