An R re-implementation of the 'treeinterpreter' package on PyPI <https://pypi.org/project/treeinterpreter/>. Each prediction can be decomposed as 'prediction = bias + feature_1_contribution + ... + feature_n_contribution'. This decomposition is then used to calculate the Mean Decrease Impurity (MDI) and Mean Decrease Impurity using out-of-bag samples (MDI-oob) feature importance measures based on the work of Li et al. (2019) <doi:10.48550/arXiv.1906.10845>.
| Version: | 0.1.3 |
| Imports: | Rcpp (≥ 1.0.2) |
| LinkingTo: | Rcpp,RcppArmadillo |
| Suggests: | MASS,randomForest,ranger,testthat (≥ 2.1.0),knitr,rmarkdown,covr |
| Published: | 2025-09-18 |
| DOI: | 10.32614/CRAN.package.tree.interpreter |
| Author: | Qingyao Sun [aut, cre] |
| Maintainer: | Qingyao Sun <sunqingyao19970825 at gmail.com> |
| BugReports: | https://github.com/nalzok/tree.interpreter/issues |
| License: | MIT + fileLICENSE |
| URL: | https://github.com/nalzok/tree.interpreter |
| NeedsCompilation: | yes |
| Citation: | tree.interpreter citation info |
| Materials: | README,NEWS |
| CRAN checks: | tree.interpreter results |
| Reference manual: | tree.interpreter.html ,tree.interpreter.pdf |
| Vignettes: | MDI (source,R code) |
| Package source: | tree.interpreter_0.1.3.tar.gz |
| Windows binaries: | r-devel:tree.interpreter_0.1.3.zip, r-release:tree.interpreter_0.1.3.zip, r-oldrel:tree.interpreter_0.1.3.zip |
| macOS binaries: | r-release (arm64):tree.interpreter_0.1.3.tgz, r-oldrel (arm64):tree.interpreter_0.1.3.tgz, r-release (x86_64):tree.interpreter_0.1.3.tgz, r-oldrel (x86_64):tree.interpreter_0.1.3.tgz |
| Old sources: | tree.interpreter archive |
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