Other packages > Find by keyword >

MDEI  

Implementing the Method of Direct Estimation and Inference
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("MDEI", "1.0")



Attach the package and use:
library("MDEI")
Maintained by
Marc Ratkovic
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2023-05-04
Latest Update: 2023-05-04
Description:
Causal and statistical inference on an arbitrary treatment effect curve requires care in both estimation and inference. This package, implements the Method of Direct Estimation and Inference as introduced in "Estimation and Inference on Nonlinear and Heterogeneous Effects" by Ratkovic and Tingley (2023) . The method takes an outcome, variable of theoretical interest (treatment), and set of variables and then returns a partial derivative (marginal effect) of the treatment variable at each point along with uncertainty intervals. The approach offers two advances. First, a split-sample approach is used as a guard against over-fitting. Second, the method uses a data-driven interval derived from conformal inference, rather than relying on a normality assumption on the error terms.
How to cite:
Marc Ratkovic (2023). MDEI: Implementing the Method of Direct Estimation and Inference. R package version 1.0, https://cran.r-project.org/web/packages/MDEI
Previous versions and publish date:
No previous versions
Other packages that cited MDEI R package
View MDEI citation profile
Other R packages that MDEI depends, imports, suggests or enhances
Functions, R codes and Examples using the MDEI R package
Full MDEI 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

rcc  
Parametric Bootstrapping to Control Rank Conditional Coverage
Functions to implement the parametric and non-parametric bootstrap confidence interval methods desc ...
Download / Learn more Package Citations See dependency  
ALSCPC  
Accelerated line search algorithm for simultaneous orthogonal transformation of several positive definite symmetric matrices to nearly diagonal form
Using of the accelerated line search algorithm for simultaneously diagonalize a set of symmetric po ...
Download / Learn more Package Citations See dependency  
CSMES  
Cost-Sensitive Multi-Criteria Ensemble Selection for Uncertain Cost Conditions
Functions for cost-sensitive multi-criteria ensemble selection (CSMES) (as described in De bock et a ...
Download / Learn more Package Citations See dependency  
embed  
Extra Recipes for Encoding Predictors
Predictors can be converted to one or more numeric representations using a variety of methods. Effe ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resizer for Images, Tables and Fancy Resizable 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  
qmap  
Statistical Transformations for Post-Processing Climate Model Output
Empirical adjustment of the distribution of variables originating from (regional) climate model simu ...
Download / Learn more Package Citations See dependency  

22,431

R Packages

191,269

Dependencies

56,139

Author Associations

22,432

Publication Badges

© Copyright 2022 - present. All right reserved, rpkg.net. Contact Us / Suggestions / Concerns