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hdm

High-Dimensional Metrics

v0.3.2 · Feb 14, 2024 · MIT + file LICENSE

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) <arXiv:1603.01700>.

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Maintainer: ‘Martin Spindler <martin.spindler@gmx.de>’

The Description field contains
  (2016) <arXiv:1603.01700>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
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CRAN incoming feasibility

Maintainer: ‘Martin Spindler <martin.spindler@gmx.de>’

The Description field contains
  (2016) <arXiv:1603.01700>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
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NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Martin Spindler <martin.spindler@gmx.de>’

The Description field contains
  (2016) <arXiv:1603.01700>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Martin Spindler <martin.spindler@gmx.de>’

The Description field contains
  (2016) <arXiv:1603.01700>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

Reverse Dependencies (5)

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Dependency Network

Dependencies Reverse dependencies MASS glmnet ggplot2 checkmate Formula tsapp ablasso causalweight hdcate DirectEffects hdm

Version History

new 0.3.2 Mar 9, 2026