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Provides a framework to work with decision rules. Rules can be extracted from supported models, augmented with (custom) metrics using validation data, manipulated using standard dataframe operations, reordered and pruned based on a metric, predict on unseen (test) data. Utilities include; Creating a rulelist manually, Exporting a rulelist as a SQL case statement and so on. The package offers two classes; rulelist and ruleset based on dataframe.
| Version: | 0.2.7 |
| Depends: | R (≥ 3.6.0) |
| Imports: | stringr (≥ 1.3.1), magrittr (≥ 1.5), purrr (≥ 0.3.2), partykit (≥ 1.2.2), rlang (≥ 1.1.3), generics (≥ 0.1.3), checkmate (≥ 2.3.1), tidytable (≥ 0.11.0), data.table (≥ 1.14.6), DescTools (≥ 0.99.54), MetricsWeighted (≥ 1.0.3), cli (≥ 3.6.2), glue (≥ 1.7.0), pheatmap (≥ 1.0.12), proxy (≥ 0.4.27), tibble (≥ 3.2.1) |
| Suggests: | AmesHousing (≥ 0.0.3), dplyr (≥ 0.8), C50 (≥ 0.1.2), Cubist (≥ 0.2.2), rpart (≥ 1.2.2), rpart.plot (≥ 3.0.7), modeldata (≥ 0.0.1), testthat (≥ 2.0.1), MASS (≥ 7.3.50), mlbench (≥ 2.1.1), rmarkdown (≥ 1.13), palmerpenguins (≥ 0.1.1) |
| Published: | 2024-06-29 |
| DOI: | 10.32614/CRAN.package.tidyrules |
| Author: | Srikanth Komala Sheshachala [aut, cre], Amith Kumar Ullur Raghavendra [aut] |
| Maintainer: | Srikanth Komala Sheshachala <sri.teach at gmail.com> |
| BugReports: | https://github.com/talegari/tidyrules/issues |
| License: | GPL-3 |
| URL: | https://github.com/talegari/tidyrules, https://talegari.github.io/tidyrules/ |
| NeedsCompilation: | no |
| Materials: | README NEWS |
| CRAN checks: | tidyrules results |
| Reference manual: | tidyrules.pdf |
| Package source: | tidyrules_0.2.7.tar.gz |
| Windows binaries: | r-devel: tidyrules_0.2.7.zip, r-release: tidyrules_0.2.7.zip, r-oldrel: tidyrules_0.2.7.zip |
| macOS binaries: | r-release (arm64): tidyrules_0.2.7.tgz, r-oldrel (arm64): tidyrules_0.2.7.tgz, r-release (x86_64): tidyrules_0.2.7.tgz, r-oldrel (x86_64): tidyrules_0.2.7.tgz |
| Old sources: | tidyrules archive |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.