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Distributional instrumental variable (DIV) model for estimation of the interventional distribution of the outcome Y under a do-intervention on the treatment X. Instruments, predictors and targets can be univariate or multivariate. Functionality includes estimation of the (conditional) interventional mean and quantiles, as well as sampling from the fitted (conditional) interventional distribution.
| Version: | 0.1.0 |
| Imports: | torch, checkmate, vctrs |
| Suggests: | testthat (≥ 3.0.0) |
| Published: | 2025-02-27 |
| DOI: | 10.32614/CRAN.package.DistributionIV |
| Author: | Anastasiia Holovchak [aut, cre, ctb], Sorawit Saengkyongam [aut, ctb], Nicolai Meinshausen [aut, ctb], Xinwei Shen [aut, ctb] |
| Maintainer: | Anastasiia Holovchak <anastasiia.holovchak at stat.math.ethz.ch> |
| License: | MIT + file LICENSE |
| NeedsCompilation: | no |
| Materials: | NEWS |
| CRAN checks: | DistributionIV results |
| Reference manual: | DistributionIV.pdf |
| Package source: | DistributionIV_0.1.0.tar.gz |
| Windows binaries: | r-devel: DistributionIV_0.1.0.zip, r-release: DistributionIV_0.1.0.zip, r-oldrel: DistributionIV_0.1.0.zip |
| macOS binaries: | r-devel (arm64): DistributionIV_0.1.0.tgz, r-release (arm64): DistributionIV_0.1.0.tgz, r-oldrel (arm64): DistributionIV_0.1.0.tgz, r-devel (x86_64): DistributionIV_0.1.0.tgz, r-release (x86_64): DistributionIV_0.1.0.tgz, r-oldrel (x86_64): DistributionIV_0.1.0.tgz |
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