Package index • FuzzyClass

R6 Interface

All classifiers are R6 classes that inherit from FuzzyClassifier: create them with $new(), train with $fit() and classify with $predict().

FuzzyClassifier: Base R6 class of the FuzzyClass classifiers
DWFuzzyGammaNaiveBayesModel: Double Weighted Fuzzy Gamma Naive Bayes (R6 class)
DWFuzzyHipergeometricNaiveBayesModel: Double Weighted Fuzzy Hypergeometric Naive Bayes (R6 class)
ExpNBFuzzyParamModel: Exponential Naive Bayes with Fuzzy Parameters (R6 class)
FuzzyBayesRuleModel: Fuzzy Bayes Rule (R6 class)
FuzzyBetaNaiveBayesModel: Fuzzy Beta Naive Bayes (R6 class)
FuzzyBinomialNaiveBayesModel: Fuzzy Binomial Naive Bayes (R6 class)
FuzzyExponentialNaiveBayesModel: Fuzzy Exponential Naive Bayes (R6 class)
FuzzyGammaNaiveBayesModel: Fuzzy Gamma Naive Bayes (R6 class)
FuzzyGaussianNaiveBayesModel: Fuzzy Gaussian Naive Bayes (Zadeh-based) (R6 class)
FuzzyGeoNaiveBayesModel: Fuzzy Geometric Naive Bayes (R6 class)
FuzzyHipergeometricNaiveBayesModel: Fuzzy Hypergeometric Naive Bayes (R6 class)
FuzzyNaiveBayesModel: Fuzzy Naive Bayes (R6 class)
FuzzyPoissonNaiveBayesModel: Fuzzy Poisson Naive Bayes (R6 class)
FuzzyTrapezoidalNaiveBayesModel: Fuzzy Trapezoidal Naive Bayes (R6 class)
FuzzyTriangularNaiveBayesModel: Fuzzy Triangular Naive Bayes (R6 class)
GauNBFuzzyParamModel: Gaussian Naive Bayes with Fuzzy Parameters (R6 class)
PoiNBFuzzyParamModel: Poisson Naive Bayes with Fuzzy Parameters (R6 class)
predict(<FuzzyClassifier>): Predict method for FuzzyClass classifiers
fuzzy_verbose(): Verbosity of the FuzzyClass classifiers

Use any classifier with parsnip, workflows, recipes and tune.

fuzzy_naive_bayes() update(<fuzzy_naive_bayes>): Fuzzy naive Bayes models for tidymodels
fuzzy_membership() alpha_cut() ranking_method(): Tuning parameters of the fuzzy naive Bayes models

Probabilistic classifiers for continuous features using fuzzy sets and fuzzy parameters.

FuzzyGaussianNaiveBayes(): Fuzzy Gaussian Naive Bayes Classifier Zadeh-based
GauNBFuzzyParam(): Fuzzy Gaussian Naive Bayes Classifier with Fuzzy parameters
FuzzyExponentialNaiveBayes(): Fuzzy Exponential Naive Bayes
ExpNBFuzzyParam(): Fuzzy Exponential Naive Bayes Classifier with Fuzzy parameters
FuzzyGammaNaiveBayes(): Fuzzy Gamma Naive Bayes
DWFuzzyGammaNaiveBayes(): Double Weighted Fuzzy Gamma Naive Bayes
FuzzyBetaNaiveBayes(): Fuzzy Beta Naive Bayes
FuzzyTriangularNaiveBayes(): Fuzzy Naive Bayes Triangular Classifier
FuzzyTrapezoidalNaiveBayes(): Fuzzy Naive Bayes Trapezoidal Classifier

Classifiers for discrete and count data with fuzzy memberships.

FuzzyPoissonNaiveBayes(): Fuzzy Poisson Naive Bayes
PoiNBFuzzyParam(): Fuzzy Poisson Naive Bayes Classifier with Fuzzy parameters
FuzzyBinomialNaiveBayes(): Fuzzy Binomial Naive Bayes
FuzzyHipergeometricNaiveBayes(): Fuzzy Hipergeometric Naive Bayes
DWFuzzyHipergeometricNaiveBayes(): Double Weighted Fuzzy Hipergeometric Naive Bayes

Classifiers using geometric distance memberships and fuzzy rule systems.

FuzzyGeoNaiveBayes(): Fuzzy Naive Bayes Geometric Classifier
FuzzyNaiveBayes(): Fuzzy Naive Bayes
FuzzyBayesRule(): Fuzzy Bayes Rule
FuzzyClass FuzzyClass-package: FuzzyClass: Fuzzy and Non-Fuzzy Classifiers

Example datasets included with FuzzyClass.