Class ClassificationConformalPredictionSet

Namespace

AiDotNet.Models.Results

Assembly

AiDotNet.dll

Represents a conformal prediction set for classification tasks.

public sealed class ClassificationConformalPredictionSet

Inheritance

object

ClassificationConformalPredictionSet

Inherited Members

object.Equals(object)

object.Equals(object, object)

object.GetHashCode()

object.GetType()

object.ReferenceEquals(object, object)

object.ToString()

Remarks

A conformal prediction set contains the class indices that are guaranteed (under standard conformal assumptions) to contain the true class with the configured confidence level.

For Beginners: Instead of returning a single class label, conformal prediction can return a set of possible classes. When the model is uncertain, the set tends to be larger. When the model is confident, the set often contains a single class.

Constructors

ClassificationConformalPredictionSet(int[][])

Initializes a new instance of the ClassificationConformalPredictionSet class.

public ClassificationConformalPredictionSet(int[][] classIndices)

Parameters

classIndices int[][]

The predicted class index sets per sample.

Properties

ClassIndices

Gets the predicted class index sets per sample.

public int[][] ClassIndices { get; }

Property Value

int[][]

Remarks

The outer array corresponds to each input sample. Each inner array contains the class indices included in the conformal prediction set for that sample.