Package: pdp 0.8.1

pdp: Partial Dependence Plots

A general framework for constructing partial dependence (i.e., marginal effect) plots from various types machine learning models in R.

Authors:Brandon M. Greenwell [aut, cre]

pdp_0.8.1.tar.gz
pdp_0.8.1.zip(r-4.5)pdp_0.8.1.zip(r-4.4)pdp_0.8.1.zip(r-4.3)
pdp_0.8.1.tgz(r-4.4-x86_64)pdp_0.8.1.tgz(r-4.4-arm64)pdp_0.8.1.tgz(r-4.3-x86_64)pdp_0.8.1.tgz(r-4.3-arm64)
pdp_0.8.1.tar.gz(r-4.5-noble)pdp_0.8.1.tar.gz(r-4.4-noble)
pdp_0.8.1.tgz(r-4.4-emscripten)pdp_0.8.1.tgz(r-4.3-emscripten)
pdp.pdf |pdp.html✨
pdp/json (API)
NEWS

# Install 'pdp' in R:
install.packages('pdp', repos = c('https://bgreenwell.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/bgreenwell/pdp/issues

Datasets:
  • boston - Boston Housing Data
  • pima - Pima Indians Diabetes Data

On CRAN:

black-box-modelmachine-learningpartial-dependence-functionpartial-dependence-plotvisualization

11.74 score 92 stars 9 packages 1.1k scripts 6.6k downloads 16 mentions 5 exports 31 dependencies

Last updated 2 years agofrom:4f22141faf. Checks:OK: 4 NOTE: 5. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 03 2024
R-4.5-win-x86_64NOTENov 03 2024
R-4.5-linux-x86_64NOTENov 03 2024
R-4.4-win-x86_64NOTENov 03 2024
R-4.4-mac-x86_64NOTENov 03 2024
R-4.4-mac-aarch64NOTENov 03 2024
R-4.3-win-x86_64OKNov 03 2024
R-4.3-mac-x86_64OKNov 03 2024
R-4.3-mac-aarch64OKNov 03 2024

Exports:exemplarpartialplotPartialtopPredictorstrellis.last.object

Dependencies:clicodetoolscolorspacefansifarverforeachggplot2gluegtableisobanditeratorslabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigR6RColorBrewerrlangscalestibbleutf8vctrsviridisLitewithr

pdp-approximate

Rendered frompdp-approximate.Rnwusingutils::Sweaveon Nov 03 2024.

Last update: 2022-05-27
Started: 2022-05-27

pdp-introduction

Rendered frompdp-intro.Rnwusingutils::Sweaveon Nov 03 2024.

Last update: 2020-04-14
Started: 2020-04-14

pdp-link-function

Rendered frompdp-link-function.Rnwusingutils::Sweaveon Nov 03 2024.

Last update: 2022-05-27
Started: 2022-05-27

Readme and manuals

Help Manual

Help pageTopics
Plotting Partial Dependence Functionsautoplot.cice autoplot.ice autoplot.partial
Boston Housing Databoston
Exemplar observationexemplar exemplar.data.frame exemplar.dgCMatrix exemplar.matrix
Partial Dependence Functionspartial partial.default partial.model_fit
pdp: A general framework for constructing partial dependence (i.e., marginal effect) plots from various types machine learning models in R.pdp
Pima Indians Diabetes Datapima
Plotting Partial Dependence FunctionsplotPartial plotPartial.cice plotPartial.ice plotPartial.partial
Extract Most "Important" Predictors (Experimental)topPredictors topPredictors.default topPredictors.train