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hdm (version 0.3.1)

High-Dimensional Metrics

Description

Implementation of selected high-dimensional statistical and econometric methods for estimation and inference. Efficient estimators and uniformly valid confidence intervals for various low-dimensional causal/ structural parameters are provided which appear in high-dimensional approximately sparse models. Including functions for fitting heteroscedastic robust Lasso regressions with non-Gaussian errors and for instrumental variable (IV) and treatment effect estimation in a high-dimensional setting. Moreover, the methods enable valid post-selection inference and rely on a theoretically grounded, data-driven choice of the penalty. Chernozhukov, Hansen, Spindler (2016) .

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Install

install.packages('hdm')

Monthly Downloads

1,651

Version

0.3.1

License

MIT + file LICENSE

Maintainer

Last Published

January 18th, 2019

Functions in hdm (0.3.1)