Package: naivebayes 1.0.0

naivebayes: High Performance Implementation of the Naive Bayes Algorithm

In this implementation of the Naive Bayes classifier following class conditional distributions are available: 'Bernoulli', 'Categorical', 'Gaussian', 'Poisson', 'Multinomial' and non-parametric representation of the class conditional density estimated via Kernel Density Estimation. Implemented classifiers handle missing data and can take advantage of sparse data.

Authors:Michal Majka [aut, cre]

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NEWS

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

Bug tracker:https://github.com/majkamichal/naivebayes/issues

Pkgdown site:https://majkamichal.github.io

On CRAN:

Conda:

classification-modeldatasciencemachine-learningnaive-bayes

10.47 score 37 stars 6 packages 1.0k scripts 4.3k downloads 5 mentions 10 exports 0 dependencies

Last updated 2 months agofrom:fefc0896db. Checks:1 ERROR, 8 NOTE. Indexed: yes.

TargetResultLatest binary
Doc / VignettesFAILMar 09 2025
R-4.5-winNOTEMar 09 2025
R-4.5-macNOTEMar 09 2025
R-4.5-linuxNOTEMar 09 2025
R-4.4-winNOTEMar 09 2025
R-4.4-macNOTEMar 09 2025
R-4.4-linuxNOTEMar 09 2025
R-4.3-winNOTEMar 09 2025
R-4.3-macNOTEMar 09 2025

Exports:%class%%prob%bernoulli_naive_bayesgaussian_naive_bayesget_cond_distmultinomial_naive_bayesnaive_bayesnonparametric_naive_bayespoisson_naive_bayestables

Dependencies:

An Introduction to Naivebayes

Rendered fromintro_naivebayes.Rnwusingknitr::knitron Mar 09 2025.

Last update: 2024-03-16
Started: 2019-05-05

Readme and manuals

Help Manual

Help pageTopics
Bernoulli Naive Bayes Classifierbernoulli_naive_bayes
Extract Model Coefficientscoef.bernoulli_naive_bayes coef.gaussian_naive_bayes coef.multinomial_naive_bayes coef.poisson_naive_bayes
Gaussian Naive Bayes Classifiergaussian_naive_bayes
Obtain names of class conditional distribution assigned to featuresget_cond_dist
Predict Method for Family of Naive Bayes Objects%class% %prob%
Multinomial Naive Bayes Classifiermultinomial_naive_bayes
Naive Bayes Classifiernaive_bayes naive_bayes.default naive_bayes.formula
naivebayesnaivebayes-package naivebayes
Non-Parametric Naive Bayes Classifiernonparametric_naive_bayes
Plot Method for bernoulli_naive_bayes Objectsplot.bernoulli_naive_bayes
Plot Method for gaussian_naive_bayes Objectsplot.gaussian_naive_bayes
Plot Method for naive_bayes Objectsplot.naive_bayes
Plot Method for nonparametric_naive_bayes Objectsplot.nonparametric_naive_bayes
Plot Method for poisson_naive_bayes Objectsplot.poisson_naive_bayes
Poisson Naive Bayes Classifierpoisson_naive_bayes
Predict Method for bernoulli_naive_bayes Objectspredict.bernoulli_naive_bayes
Predict Method for gaussian_naive_bayes Objectspredict.gaussian_naive_bayes
Predict Method for multinomial_naive_bayes Objectspredict.multinomial_naive_bayes
Predict Method for naive_bayes Objectspredict.naive_bayes
Predict Method for nonparametric_naive_bayes Objectspredict.nonparametric_naive_bayes
Predict Method for poisson_naive_bayes Objectspredict.poisson_naive_bayes
Browse Tables of Naive Bayes Classifiertables