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Provides four local explanation methods for tabular data: LIME, OptiLIME, BayLIME, and ALIME, together with the stability metrics used to compare them across repeated explanations of the same instance: the Coefficient Stability Index (CSI), the Variable Stability Index (VSI), Median Rank Matching Stability (MRMS), Point-Based Stability Index (PCSI), and Interval Coefficient Stability Index (ICSI). The methodology accompanies Toparlak and Purutcuoglu, "A Median-Based Framework for Assessing the Stability in XAI Tools" (manuscript under revision); the citation will be updated upon publication.
| Version: | 0.1.0 |
| Depends: | R (≥ 3.6) |
| Imports: | stats, utils |
| Suggests: | xgboost, testthat (≥ 3.0.0) |
| Published: | 2026-10-15 |
| DOI: | 10.32614/CRAN.package.limestab |
| Author: | Simay Toparlak [aut] (affiliation: Department of Biomedical Engineering, Middle East Technical University), Vilda Purutcuoglu [aut, cre] (affiliation: Department of Statistics, Middle East Technical University) |
| Maintainer: | Vilda Purutcuoglu <vpurutcu at metu.edu.tr> |
| License: | MIT + file LICENSE |
| NeedsCompilation: | no |
| Materials: | README |
| CRAN checks: | limestab results |
| Reference manual: | limestab.html , limestab.pdf |
| Package source: | limestab_0.1.0.tar.gz |
| Windows binaries: | r-devel: limestab_0.1.0.zip, r-release: limestab_0.1.0.zip, r-oldrel: limestab_0.1.0.zip |
| macOS binaries: | r-release (arm64): limestab_0.1.0.tgz, r-oldrel (arm64): limestab_0.1.0.tgz, r-release (x86_64): limestab_0.1.0.tgz, r-oldrel (x86_64): limestab_0.1.0.tgz |
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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.