IMultilabelLikelihoodClassifierTInput, TClasses Interface

Common interface for generative multi-label classifiers. A multi-label classifier can predict the occurrence of multiple class labels at once.

Namespace: Accord.MachineLearning
Assembly: Accord (in Accord.dll) Version: 3.8.0

Syntax

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public interface IMultilabelLikelihoodClassifier<TInput, TClasses> : IMultilabelOutLikelihoodClassifier<TInput, TClasses>, 
	IMultilabelLikelihoodClassifierBase<TInput, TClasses>, IMultilabelScoreClassifierBase<TInput, TClasses>, 
	IMultilabelOutScoreClassifier<TInput, TClasses>, IMultilabelRefLikelihoodClassifier<TInput, TClasses[]>, 
	IMultilabelLikelihoodClassifierBase<TInput, TClasses[]>, IMultilabelScoreClassifierBase<TInput, TClasses[]>, 
	IMultilabelRefScoreClassifier<TInput, TClasses[]>

Public Interface IMultilabelLikelihoodClassifier(Of TInput, TClasses)
	Inherits IMultilabelOutLikelihoodClassifier(Of TInput, TClasses), IMultilabelLikelihoodClassifierBase(Of TInput, TClasses), 
	IMultilabelScoreClassifierBase(Of TInput, TClasses), IMultilabelOutScoreClassifier(Of TInput, TClasses), 
	IMultilabelRefLikelihoodClassifier(Of TInput, TClasses()), IMultilabelLikelihoodClassifierBase(Of TInput, TClasses()), 
	IMultilabelScoreClassifierBase(Of TInput, TClasses()), IMultilabelRefScoreClassifier(Of TInput, TClasses())

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Type Parameters

TInput: The data type for the input data. Default is double[].
TClasses: The data type for the class labels. Default is int[].

Methods

	Name	Description
	LogLikelihoods(TInput, TClasses)	Predicts a class label vector for each input vector, returning the log-likelihoods of the input vector belonging to each possible class. (Inherited from IMultilabelLikelihoodClassifierBaseTInput, TClasses.)
	LogLikelihoods(TInput, TClasses)	Predicts a class label vector for the given input vector, returning the log-likelihoods of the input vector belonging to each possible class. (Inherited from IMultilabelOutLikelihoodClassifierTInput, TClasses.)
	LogLikelihoods(TInput, TClasses)	Predicts a class label vector for the given input vector, returning the log-likelihoods of the input vector belonging to each possible class. (Inherited from IMultilabelRefLikelihoodClassifierTInput, TClasses.)
	LogLikelihoods(TInput, TClasses, Double)	Predicts a class label vector for each input vector, returning the log-likelihoods of the input vector belonging to each possible class. (Inherited from IMultilabelLikelihoodClassifierBaseTInput, TClasses.)
	LogLikelihoods(TInput, TClasses, Double)	Predicts a class label vector for the given input vector, returning the log-likelihoods of the input vector belonging to each possible class. (Inherited from IMultilabelOutLikelihoodClassifierTInput, TClasses.)
	LogLikelihoods(TInput, TClasses, Double)	Predicts a class label vector for the given input vector, returning the log-likelihoods of the input vector belonging to each possible class. (Inherited from IMultilabelRefLikelihoodClassifierTInput, TClasses.)
	Probabilities(TInput, TClasses)	Predicts a class label vector for each input vector, returning the probabilities of the input vector belonging to each possible class. (Inherited from IMultilabelLikelihoodClassifierBaseTInput, TClasses.)
	Probabilities(TInput, TClasses)	Predicts a class label vector for the given input vector, returning the probabilities of the input vector belonging to each possible class. (Inherited from IMultilabelOutLikelihoodClassifierTInput, TClasses.)
	Probabilities(TInput, TClasses)	Predicts a class label vector for the given input vector, returning the probabilities of the input vector belonging to each possible class. (Inherited from IMultilabelRefLikelihoodClassifierTInput, TClasses.)
	Probabilities(TInput, TClasses, Double)	Predicts a class label vector for each input vector, returning the probabilities of the input vector belonging to each possible class. (Inherited from IMultilabelLikelihoodClassifierBaseTInput, TClasses.)
	Probabilities(TInput, TClasses, Double)	Predicts a class label vector for the given input vector, returning the probabilities of the input vector belonging to each possible class. (Inherited from IMultilabelOutLikelihoodClassifierTInput, TClasses.)
	Probabilities(TInput, TClasses, Double)	Predicts a class label vector for the given input vector, returning the probabilities of the input vector belonging to each possible class. (Inherited from IMultilabelRefLikelihoodClassifierTInput, TClasses.)
	Scores(TInput, TClasses)	Predicts a class label vector for the given input vector, returning a numerical score measuring the strength of association of the input vector to each of the possible classes. (Inherited from IMultilabelOutScoreClassifierTInput, TClasses.)
	Scores(TInput, TClasses)	Predicts a class label vector for the given input vector, returning a numerical score measuring the strength of association of the input vector to each of the possible classes. (Inherited from IMultilabelRefScoreClassifierTInput, TClasses.)
	Scores(TInput, TClasses)	Predicts a class label vector for each input vector, returning a numerical score measuring the strength of association of the input vector to each of the possible classes. (Inherited from IMultilabelScoreClassifierBaseTInput, TClasses.)
	Scores(TInput, TClasses, Double)	Predicts a class label vector for the given input vector, returning a numerical score measuring the strength of association of the input vector to each of the possible classes. (Inherited from IMultilabelOutScoreClassifierTInput, TClasses.)
	Scores(TInput, TClasses, Double)	Predicts a class label vector for the given input vector, returning a numerical score measuring the strength of association of the input vector to each of the possible classes. (Inherited from IMultilabelRefScoreClassifierTInput, TClasses.)
	Scores(TInput, TClasses, Double)	Predicts a class label vector for each input vector, returning a numerical score measuring the strength of association of the input vector to each of the possible classes. (Inherited from IMultilabelScoreClassifierBaseTInput, TClasses.)

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Reference

Accord.MachineLearning Namespace

IMultilabelLikelihoodClassifierAddLanguageSpecificTextSet("LSTFF534FFD_0?cs=&lt;|vb=(Of |cpp=&lt;|fs=&lt;'|nu=(");TInput, TClassesAddLanguageSpecificTextSet("LSTFF534FFD_1?cs=&gt;|vb=)|cpp=&gt;|fs=&gt;|nu=)"); Interface

Type Parameters

Reference

IMultilabelLikelihoodClassifierTInput, TClasses Interface