IBinaryClassifier Interface

Common interface for classification models. Classification models learn how to produce a class-label (or a set of class labels) y from an input vector x.

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

Syntax

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public interface IBinaryClassifier : IBinaryClassifier<double[]>, 
	IMulticlassClassifier<double[]>, IMultilabelClassifier<double[]>, IMultilabelClassifier<double[], int[]>, 
	IClassifier<double[], int[]>, IClassifier, ITransform<double[], int[]>, 
	ICovariantTransform<double[], int[]>, ITransform, IMultilabelClassifier<double[], bool[]>, 
	IClassifier<double[], bool[]>, ITransform<double[], bool[]>, 
	ICovariantTransform<double[], bool[]>, IMultilabelClassifier<double[], double[]>, 
	IClassifier<double[], double[]>, ITransform<double[], double[]>, 
	ICovariantTransform<double[], double[]>, IMulticlassClassifier<double[], int>, 
	IClassifier<double[], int>, ITransform<double[], int>, 
	ICovariantTransform<double[], int>, IMulticlassClassifier<double[], double>, 
	IClassifier<double[], double>, ITransform<double[], double>, 
	ICovariantTransform<double[], double>, IClassifier<double[], bool>, 
	ITransform<double[], bool>, ICovariantTransform<double[], bool>, 
	IBinaryClassifier<float[]>, IMulticlassClassifier<float[]>, IMultilabelClassifier<float[]>, 
	IMultilabelClassifier<float[], int[]>, IClassifier<float[], int[]>, 
	ITransform<float[], int[]>, ICovariantTransform<float[], int[]>, 
	IMultilabelClassifier<float[], bool[]>, IClassifier<float[], bool[]>, 
	ITransform<float[], bool[]>, ICovariantTransform<float[], bool[]>, 
	IMultilabelClassifier<float[], double[]>, IClassifier<float[], double[]>, 
	ITransform<float[], double[]>, ICovariantTransform<float[], double[]>, 
	IMulticlassClassifier<float[], int>, IClassifier<float[], int>, 
	ITransform<float[], int>, ICovariantTransform<float[], int>, 
	IMulticlassClassifier<float[], double>, IClassifier<float[], double>, 
	ITransform<float[], double>, ICovariantTransform<float[], double>, 
	IClassifier<float[], bool>, ITransform<float[], bool>, 
	ICovariantTransform<float[], bool>, IBinaryClassifier<int[]>, IMulticlassClassifier<int[]>, 
	IMultilabelClassifier<int[]>, IMultilabelClassifier<int[], int[]>, IClassifier<int[], int[]>, 
	ITransform<int[], int[]>, ICovariantTransform<int[], int[]>, 
	IMultilabelClassifier<int[], bool[]>, IClassifier<int[], bool[]>, 
	ITransform<int[], bool[]>, ICovariantTransform<int[], bool[]>, 
	IMultilabelClassifier<int[], double[]>, IClassifier<int[], double[]>, 
	ITransform<int[], double[]>, ICovariantTransform<int[], double[]>, 
	IMulticlassClassifier<int[], int>, IClassifier<int[], int>, 
	ITransform<int[], int>, ICovariantTransform<int[], int>, 
	IMulticlassClassifier<int[], double>, IClassifier<int[], double>, 
	ITransform<int[], double>, ICovariantTransform<int[], double>, 
	IClassifier<int[], bool>, ITransform<int[], bool>, 
	ICovariantTransform<int[], bool>

Public Interface IBinaryClassifier
	Inherits IBinaryClassifier(Of Double()), IMulticlassClassifier(Of Double()), 
	IMultilabelClassifier(Of Double()), IMultilabelClassifier(Of Double(), Integer()), 
	IClassifier(Of Double(), Integer()), IClassifier, 
	ITransform(Of Double(), Integer()), ICovariantTransform(Of Double(), Integer()), 
	ITransform, IMultilabelClassifier(Of Double(), Boolean()), IClassifier(Of Double(), Boolean()), 
	ITransform(Of Double(), Boolean()), ICovariantTransform(Of Double(), Boolean()), 
	IMultilabelClassifier(Of Double(), Double()), IClassifier(Of Double(), Double()), 
	ITransform(Of Double(), Double()), ICovariantTransform(Of Double(), Double()), 
	IMulticlassClassifier(Of Double(), Integer), IClassifier(Of Double(), Integer), 
	ITransform(Of Double(), Integer), ICovariantTransform(Of Double(), Integer), 
	IMulticlassClassifier(Of Double(), Double), IClassifier(Of Double(), Double), 
	ITransform(Of Double(), Double), ICovariantTransform(Of Double(), Double), 
	IClassifier(Of Double(), Boolean), ITransform(Of Double(), Boolean), 
	ICovariantTransform(Of Double(), Boolean), IBinaryClassifier(Of Single()), 
	IMulticlassClassifier(Of Single()), IMultilabelClassifier(Of Single()), 
	IMultilabelClassifier(Of Single(), Integer()), IClassifier(Of Single(), Integer()), 
	ITransform(Of Single(), Integer()), ICovariantTransform(Of Single(), Integer()), 
	IMultilabelClassifier(Of Single(), Boolean()), IClassifier(Of Single(), Boolean()), 
	ITransform(Of Single(), Boolean()), ICovariantTransform(Of Single(), Boolean()), 
	IMultilabelClassifier(Of Single(), Double()), IClassifier(Of Single(), Double()), 
	ITransform(Of Single(), Double()), ICovariantTransform(Of Single(), Double()), 
	IMulticlassClassifier(Of Single(), Integer), IClassifier(Of Single(), Integer), 
	ITransform(Of Single(), Integer), ICovariantTransform(Of Single(), Integer), 
	IMulticlassClassifier(Of Single(), Double), IClassifier(Of Single(), Double), 
	ITransform(Of Single(), Double), ICovariantTransform(Of Single(), Double), 
	IClassifier(Of Single(), Boolean), ITransform(Of Single(), Boolean), 
	ICovariantTransform(Of Single(), Boolean), IBinaryClassifier(Of Integer()), 
	IMulticlassClassifier(Of Integer()), IMultilabelClassifier(Of Integer()), 
	IMultilabelClassifier(Of Integer(), Integer()), IClassifier(Of Integer(), Integer()), 
	ITransform(Of Integer(), Integer()), ICovariantTransform(Of Integer(), Integer()), 
	IMultilabelClassifier(Of Integer(), Boolean()), IClassifier(Of Integer(), Boolean()), 
	ITransform(Of Integer(), Boolean()), ICovariantTransform(Of Integer(), Boolean()), 
	IMultilabelClassifier(Of Integer(), Double()), IClassifier(Of Integer(), Double()), 
	ITransform(Of Integer(), Double()), ICovariantTransform(Of Integer(), Double()), 
	IMulticlassClassifier(Of Integer(), Integer), IClassifier(Of Integer(), Integer), 
	ITransform(Of Integer(), Integer), ICovariantTransform(Of Integer(), Integer), 
	IMulticlassClassifier(Of Integer(), Double), IClassifier(Of Integer(), Double), 
	ITransform(Of Integer(), Double), ICovariantTransform(Of Integer(), Double), 
	IClassifier(Of Integer(), Boolean), ITransform(Of Integer(), Boolean), 
	ICovariantTransform(Of Integer(), Boolean)

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The IBinaryClassifier type exposes the following members.

Properties

	Name	Description
	NumberOfClasses	Gets or sets the number of classes expected and recognized by the classifier. (Inherited from IClassifier.)
	NumberOfInputs	Gets or sets the number of inputs accepted by the model. (Inherited from ITransform.)
	NumberOfOutputs	Gets or sets the number of outputs generated by the model. (Inherited from ITransform.)

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Methods

	Name	Description
	Decide(TInput)	Computes a class-label decision for a given input. (Inherited from IMulticlassClassifierTInput.)
	Decide(TInput)	Computes class-label decisions for each vector in the given input. (Inherited from IMulticlassClassifierTInput.)
	Decide(TInput, TClasses)	Computes class-label decisions for each vector in the given input. (Inherited from IClassifierTInput, TClasses.)
	Decide(TInput, TClasses)	Computes class-label decisions for the given input. (Inherited from IMultilabelClassifierTInput, TClasses.)
	ToMulticlass	Views this instance as a multi-class classifier, giving access to more advanced methods, such as the prediction of integer labels. (Inherited from IBinaryClassifierTInput.)
	ToMultilabel	Views this instance as a multi-label classifier, giving access to more advanced methods, such as the prediction of one-hot vectors. (Inherited from IMulticlassClassifierTInput.)
	Transform(TInput)	Applies the transformation to an input, producing an associated output. (Inherited from ICovariantTransformTInput, TOutput.)
	Transform(TInput)	Applies the transformation to a set of input vectors, producing an associated set of output vectors. (Inherited from ICovariantTransformTInput, TOutput.)
	Transform(TInput, TOutput)	Applies the transformation to a set of input vectors, producing an associated set of output vectors. (Inherited from ITransformTInput, TOutput.)

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Reference

Accord.MachineLearning Namespace