PCL (version 1.0)

Proximal Causal Learning

Description

We fit causal models using proxies. We implement two stage proximal least squares estimator. E.J. Tchetgen Tchetgen, A. Ying, Y. Cui, X. Shi, and W. Miao. (2020). An Introduction to Proximal Causal Learning. arXiv e-prints, arXiv-2009 .

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Version

Install

install.packages('PCL')

Monthly Downloads

184

Version

1.0

License

GPL (>= 2)

Maintainer

Andrew Ying

Last Published

April 10th, 2021

Functions in PCL (1.0)

hbridge

This function is to compute estimating equation of outcome-inducing confounding bridge function

pclfit

Fit a Proximal Causal Learning Model

MSE_func

This function is to compute mean squared error

pcl

Create a Proximal Causal Learning Object

qbridge

This function is to compute estimating equation of treatment-inducing confounding bridge function