Class OutlierRemovalHelper<T, TInput, TOutput>

Namespace

AiDotNet.Helpers

Assembly

AiDotNet.dll

Provides helper methods for outlier removal algorithms.

public static class OutlierRemovalHelper<T, TInput, TOutput>

Type Parameters

T

The numeric type used for calculations.

TInput

The type of input data structure.

TOutput

The type of output data structure.

Inheritance

object

OutlierRemovalHelper<T, TInput, TOutput>

Inherited Members

object.Equals(object)

object.Equals(object, object)

object.GetHashCode()

object.GetType()

object.MemberwiseClone()

object.ReferenceEquals(object, object)

object.ToString()

Remarks

For Beginners: This helper class provides common functionality used by different outlier removal algorithms. It handles converting between different data types and ensures that the algorithms can work with various input and output formats.

Methods

ConvertToMatrixVector(TInput, TOutput)

Converts generic input and output types to concrete Matrix and Vector types.

public static (Matrix<T> InputMatrix, Vector<T> OutputVector) ConvertToMatrixVector(TInput inputs, TOutput outputs)

Parameters

inputs TInput

The generic input data.

outputs TOutput

The generic output data.

Returns

(Matrix<T> Data, Vector<T> Labels)

A tuple containing the concrete Matrix and Vector representations.

Remarks

For Beginners: This method converts your data into a standard format that all the outlier detection algorithms can work with. It's like translating different languages into a common language that everyone understands.

ConvertToOriginalTypes(Matrix<T>, Vector<T>, Type, Type)

Converts Matrix and Vector data back to the original generic types.

public static (TInput CleanedInputs, TOutput CleanedOutputs) ConvertToOriginalTypes(Matrix<T> cleanedInputMatrix, Vector<T> cleanedOutputVector, Type inputType, Type outputType)

Parameters

cleanedInputMatrix Matrix<T>

The cleaned matrix of inputs.

cleanedOutputVector Vector<T>

The cleaned vector of outputs.

inputType Type

The original type of the input data.

outputType Type

The original type of the output data.

Returns

(TInput Input, TOutput Output)

A tuple containing the converted data in their original types.

Remarks

For Beginners: After processing the data, this method converts it back to its original format so it can be used with the rest of your code. It's like translating from the common language back to each person's native language.