Package: ebm 0.1.0
ebm: Explainable Boosting Machines
An interface to the 'Python' 'InterpretML' framework for fitting explainable boosting machines (EBMs); see Nori et al. (2019) <doi:10.48550/arXiv.1909.09223> for. EBMs are a modern type of generalized additive model that use tree-based, cyclic gradient boosting with automatic interaction detection. They are often as accurate as state-of-the-art blackbox models while remaining completely interpretable.
Authors:
ebm_0.1.0.tar.gz
ebm_0.1.0.zip(r-4.5)ebm_0.1.0.zip(r-4.4)ebm_0.1.0.zip(r-4.3)
ebm_0.1.0.tgz(r-4.5-any)ebm_0.1.0.tgz(r-4.4-any)ebm_0.1.0.tgz(r-4.3-any)
ebm_0.1.0.tar.gz(r-4.5-noble)ebm_0.1.0.tar.gz(r-4.4-noble)
ebm_0.1.0.tgz(r-4.4-emscripten)ebm_0.1.0.tgz(r-4.3-emscripten)
ebm.pdf |ebm.html✨
ebm/json (API)
NEWS
# Install 'ebm' in R: |
install.packages('ebm', repos = c('https://bgreenwell.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/bgreenwell/ebm/issues
Pkgdown site:https://bgreenwell.github.io
aiblackboxexplainable-aiexplainable-machine-learningexplainable-mlglassboximlinterpretabilityinterpretability-and-explainabilityinterpretableinterpretable-aiinterpretable-machine-learninginterpretable-mlinterpretable-modelsmachine-learningxai
Last updated 3 days agofrom:cfcfd3541f. Checks:9 OK. Indexed: yes.
Target | Result | Latest binary |
---|---|---|
Doc / Vignettes | OK | Mar 06 2025 |
R-4.5-win | OK | Mar 06 2025 |
R-4.5-mac | OK | Mar 06 2025 |
R-4.5-linux | OK | Mar 06 2025 |
R-4.4-win | OK | Mar 06 2025 |
R-4.4-mac | OK | Mar 06 2025 |
R-4.4-linux | OK | Mar 06 2025 |
R-4.3-win | OK | Mar 06 2025 |
R-4.3-mac | OK | Mar 06 2025 |
Exports:as.ebmebmgeom_stepribbonGeomStepribboninstall_interpret
Dependencies:clicolorspacefansifarverggplot2gluegtablehereisobandjsonlitelabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigpngR6rappdirsRColorBrewerRcppRcppTOMLreticulaterlangrprojrootscalestibbleutf8vctrsviridisLitewithr
Readme and manuals
Help Manual
Help page | Topics |
---|---|
Coerce to an EBM object | as.ebm |
Explainable Boosting Machine (EBM) | ebm |
Step ribbons and area plots | GeomStepribbon geom_stepribbon |
Install interpret | install_interpret |
Merge method for EBM objects | merge.EBM |
Interpret plots for fitted EBM objects | plot.EBM |
Predict method for EBM objects | predict.EBM |
Print model summary | print.EBM |