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'))

Peer review:

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

On CRAN:

classification-modeldatasciencemachine-learningnaive-bayes

10.60 score 37 stars 6 packages 988 scripts 6.0k downloads 5 mentions 10 exports 0 dependencies

Last updated 8 months agofrom:02400ef5f7. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 15 2024
R-4.5-winOKNov 15 2024
R-4.5-linuxOKNov 15 2024
R-4.4-winOKNov 15 2024
R-4.4-macOKNov 15 2024
R-4.3-winOKNov 15 2024
R-4.3-macOKNov 15 2024

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 Nov 15 2024.

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