Package: curves 0.4.0

curves: Model-Agnostic Response Curves for Fitted Models
Create model-agnostic response-curve diagnostics for fitted prediction models. Supports profile curves, partial dependence, individual conditional expectation, and accumulated local effects; univariate curves, bivariate surfaces, ensemble summaries across multiple models, ALE-based interaction ranking, and optional raster-linked exploration with 'terra' and 'shiny'. Static displays are returned as 'ggplot2' plots. For more details on the methods see Molnar (2025) <https://christophm.github.io/interpretable-ml-book/>.
Authors:
curves_0.4.0.tar.gz
curves_0.4.0.zip(r-4.7)curves_0.4.0.zip(r-4.6)curves_0.4.0.zip(r-4.5)
curves_0.4.0.tgz(r-4.6-any)curves_0.4.0.tgz(r-4.5-any)
curves_0.4.0.tar.gz(r-4.7-any)curves_0.4.0.tar.gz(r-4.6-any)
curves_0.4.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
curves/json (API)
NEWS
| # Install 'curves' in R: |
| install.packages('curves', repos = c('https://rvalavi.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/rvalavi/curves/issues
partial-dependence-plotspdpresponse-curvesspatial-modellingspecies-distribution-modelling
Last updated from:0989d21f70. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 187 | ||
| source / vignettes | OK | 218 | ||
| linux-release-x86_64 | OK | 211 | ||
| macos-release-arm64 | OK | 108 | ||
| macos-oldrel-arm64 | OK | 126 | ||
| windows-devel | OK | 120 | ||
| windows-release | OK | 112 | ||
| windows-oldrel | OK | 110 | ||
| wasm-release | OK | 118 |
Exports:bivariateinteractionsmapcurvemultimodelunivariate
Dependencies:clicowplotcpp11farverggplot2gluegtableisobandlabelinglifecycleR6RColorBrewerrlangS7scalesvctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Bivariate model-agnostic response surfaces | bivariate |
| Rank pairwise interactions using second-order ALE | interactions |
| Interactive map-linked response curve explorer | mapcurve |
| Aggregated response curves across fitted models | multimodel |
| Univariate model-agnostic response curves | univariate |
