Implements Support Vector Machine Oblique Decision Trees (SVMODT). Recursively builds classification trees using linear Support Vector Machines (SVM) hyperplanes at each node instead of axis-parallel splits, creating oblique decision boundaries. Features include multiple feature selection methods, dynamic feature subset strategies, class weight support for imbalanced datasets, pruning and feature penalization.
| Version: | 0.1.0 |
| Depends: | R (≥ 3.5) |
| Imports: | rlang, e1071, FSelectorRcpp, ggplot2 |
| Suggests: | knitr, rmarkdown, bookdown, testthat (≥ 3.0.0), rpart, rsample, gridExtra, tidyr, kableExtra, palmerpenguins, dplyr |
| Published: | 2026-06-30 |
| DOI: | 10.32614/CRAN.package.svmodt (may not be active yet) |
| Author: | Aneesh Agarwal [aut, cre, cph], Jack Jewson [aut, ths], Erik Sverdrup [aut, ths] |
| Maintainer: | Aneesh Agarwal <aaga0022 at student.monash.edu> |
| BugReports: | https://github.com/AneeshAgarwala/svmodt/issues |
| License: | GPL (≥ 3) |
| URL: | https://github.com/AneeshAgarwala/svmodt |
| NeedsCompilation: | no |
| Materials: | README, NEWS |
| CRAN checks: | svmodt results |
| Reference manual: | svmodt.html , svmodt.pdf |
| Vignettes: |
Constructing Oblique Trees with svmodt (source, R code) |
| Package source: | svmodt_0.1.0.tar.gz |
| Windows binaries: | r-devel: svmodt_0.1.0.zip, r-release: not available, r-oldrel: svmodt_0.1.0.zip |
| macOS binaries: | r-release (arm64): svmodt_0.1.0.tgz, r-oldrel (arm64): svmodt_0.1.0.tgz, r-release (x86_64): svmodt_0.1.0.tgz, r-oldrel (x86_64): svmodt_0.1.0.tgz |
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