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PDEnaiveBayes: Plausible Naive Bayes Classifier Using PDE

A nonparametric, multicore-capable plausible naive Bayes classifier based on the Pareto density estimation (PDE) featuring a plausible approach to a pitfall in the Bayesian theorem covering low evidence cases. Stier, Q., Hoffmann, J., and Thrun, M.C.: "Classifying with the Fine Structure of Distributions: Leveraging Distributional Information for Robust and Plausible Naïve Bayes" (2025).

Version:0.2.8
Depends:R (≥ 2.10)
Imports:Rcpp (≥ 1.0.8),RcppParallel (≥ 5.1.4),pracma,plotly, utils, grDevices, stats, graphics, methods,ggplot2,DatabionicSwarm,memshare
LinkingTo:Rcpp,RcppParallel
Suggests:FCPS (≥ 1.3.5),ABCanalysis,modeest,deldir,ScatterDensity (≥ 0.1.1),gridExtra,parallelDist, parallel,DataVisualizations (≥ 1.1.5)
Published:2025-11-17
DOI:10.32614/CRAN.package.PDEnaiveBayes
Author:Michael ThrunORCID iD [aut, cph, cre], Quirin StierORCID iD [aut, rev], Tim Robin Neldner [ctr, ctb]
Maintainer:Michael Thrun <m.thrun at gmx.net>
BugReports:https://github.com/Mthrun/PDEbayes/issues
License:GPL-3
NeedsCompilation:yes
CRAN checks:PDEnaiveBayes results

Documentation:

Reference manual:PDEnaiveBayes.html ,PDEnaiveBayes.pdf

Downloads:

Package source: PDEnaiveBayes_0.2.8.tar.gz
Windows binaries: r-devel:PDEnaiveBayes_0.2.8.zip, r-release:PDEnaiveBayes_0.2.8.zip, r-oldrel:PDEnaiveBayes_0.2.8.zip
macOS binaries: r-release (arm64):PDEnaiveBayes_0.2.8.tgz, r-oldrel (arm64):PDEnaiveBayes_0.2.8.tgz, r-release (x86_64):PDEnaiveBayes_0.2.8.tgz, r-oldrel (x86_64):PDEnaiveBayes_0.2.8.tgz

Linking:

Please use the canonical formhttps://CRAN.R-project.org/package=PDEnaiveBayesto link to this page.


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