Package: caplime 0.1.0
Nurgül Gökgöz Küçüksakallı
caplime: Conic Adaptive Piecewise Local Explanations
Provides educational, base-R implementations of a ridge-penalized piecewise hinge regression model and local surrogate explanations for numerical prediction functions. Includes simplified variants inspired by local interpretable model-agnostic explanations (LIME) and a simplified bandwidth selection variant (OPTILIME), plus exploratory stability diagnostics.
Authors:
caplime_0.1.0.tar.gz
caplime_0.1.0.zip(r-4.7-any)caplime_0.1.0.zip(r-4.6-any)
caplime_0.1.0.tar.gz(r-4.7-any)caplime_0.1.0.tar.gz(r-4.6-any)
caplime_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
caplime/json (API)
| # Install 'caplime' in R: |
| install.packages('caplime', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated from:50a9e71373. Checks:6 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | OK | 133 | ||
| source / vignettes | OK | 144 | ||
| linux-release | OK | 90 | ||
| windows-devel | OK | 51 | ||
| windows-release | OK | 56 | ||
| wasm-release | OK | 72 |
Exports:CAP_LIMECAP_stabilityfit_CAP_modelplot_CAP_LIMEpredict_CAP_model
Dependencies:
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Explain one observation with a local surrogate | CAP_LIME |
| Explore repeatability of local explanations | CAP_stability |
| Fit ridge-penalized piecewise hinge regression | fit_CAP_model |
| Draw ranked local-effect coefficients | plot_CAP_LIME |
| Predict from a fitted piecewise model | predict.CAP_model predict_CAP_model |