rfinterval: Predictive Inference for Random Forests
An integrated package for constructing random forest prediction intervals using a fast implementation package 'ranger'. This package can apply the following three methods described in Haozhe Zhang, Joshua Zimmerman, Dan Nettleton, and Daniel J. Nordman (2019) <doi:10.1080/00031305.2019.1585288>: the out-of-bag prediction interval, the split conformal method, and the quantile regression forest.
| Version: | 1.0.0 |
| Depends: | R (≥ 3.1) |
| Imports: | ranger,MASS |
| Suggests: | testthat |
| Published: | 2019-07-18 |
| DOI: | 10.32614/CRAN.package.rfinterval |
| Author: | Haozhe Zhang [aut, cre] |
| Maintainer: | Haozhe Zhang <haozhe.stat at gmail.com> |
| BugReports: | http://github.com/haozhestat/rfinterval/issues |
| License: | GPL-3 |
| URL: | http://github.com/haozhestat/rfinterval |
| NeedsCompilation: | no |
| Language: | en-US |
| CRAN checks: | rfinterval results |
Documentation:
| Reference manual: | rfinterval.html ,rfinterval.pdf |
Downloads:
| Package source: | rfinterval_1.0.0.tar.gz |
| Windows binaries: | r-devel:rfinterval_1.0.0.zip, r-release:rfinterval_1.0.0.zip, r-oldrel:rfinterval_1.0.0.zip |
| macOS binaries: | r-release (arm64):rfinterval_1.0.0.tgz, r-oldrel (arm64):rfinterval_1.0.0.tgz, r-release (x86_64):rfinterval_1.0.0.tgz, r-oldrel (x86_64):rfinterval_1.0.0.tgz |
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