Package: kumquat 1.1.0
kumquat: A Smaller Version of LIME
The existing implementation of 'lime' can be quite limiting in understanding the underlying components that make Local Local interpretable model-agnostic explanations (LIME) work. 'kumquat' is a simpler implementation of 'lime' that is easier to understand and is more transparent on the pieces that come together to make LIME work. For more details on LIME, see Ribeiro, Singh, and Guestrin (2016) <doi:10.1145/2939672.2939778>.
Authors:
kumquat_1.1.0.tar.gz
kumquat_1.1.0.tar.gz(r-4.7-any)kumquat_1.1.0.tar.gz(r-4.6-any)
kumquat_1.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
kumquat/json (API)
NEWS
| # Install 'kumquat' in R: |
| install.packages('kumquat', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/janithwanni/kumquat/issues
Pkgdown/docs site:https://janithwanni.github.io
- d_multi - Complex Boundary Example Dataset
- d_multitwo - Combined Boundary Example Dataset
- d_oblique - Oblique Boundary Example Dataset
- d_vertical - Vertical Boundary Example Dataset
Last updated from:f1aeeeaa02. Checks:4 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 163 | ||
| source / vignettes | OK | 250 | ||
| linux-release-x86_64 | OK | 185 | ||
| wasm-release | OK | 135 |
Exports:fit_local_modelgenerate_perturbationskumquatpinch_importanceplot_interest
Dependencies:bundleclicodetoolscpp11dplyrfarverforeachgenericsggplot2glmnetgluegtableisobanditeratorslabelinglatticelifecycleloggermagrittrMatrixpillarpkgconfigpurrrR6RColorBrewerRcppRcppEigenrlangS7scalesshapestringistringrsurvivaltibbletidyrtidyselectutf8vctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Complex Boundary Example Dataset | d_multi |
| Combined Boundary Example Dataset | d_multitwo |
| Oblique Boundary Example Dataset | d_oblique |
| Vertical Boundary Example Dataset | d_vertical |
| Fit Local Linear Model and Compute Feature Importance | fit_local_model |
| Generate Perturbations Around a Point of Interest | generate_perturbations |
| Complete Local Interpretation Pipeline | kumquat |
| Extract and Combine Feature Importances from Kumquat Objects | pinch_importance |
| Plot point of interest with perturbations and predictions | plot_interest |
