CRAN/E | CausalGAM

CausalGAM

Estimation of Causal Effects with Generalized Additive Models

Installation

About

Implements various estimators for average treatment effects - an inverse probability weighted (IPW) estimator, an augmented inverse probability weighted (AIPW) estimator, and a standard regression estimator - that make use of generalized additive models for the treatment assignment model and/or outcome model. See: Glynn, Adam N. and Kevin M. Quinn. 2010. "An Introduction to the Augmented Inverse Propensity Weighted Estimator." Political Analysis. 18: 36-56.

Key Metrics

Version 0.1-4
R ≥ 2.9.0
Published 2017-10-19 2374 days ago
Needs compilation? no
License GPL-2
CRAN checks CausalGAM results

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Maintainer

Maintainer

Kevin Quinn

kmq@umich.edu

Authors

Adam Glynn
Kevin Quinn

Material

README
Reference manual
Package source

In Views

CausalInference

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

CausalGAM archive

Depends

R ≥ 2.9.0
gam ≥ 1.0.1