Class BiasDetectionResult<T>

Namespace

AiDotNet.Interpretability

Assembly

AiDotNet.dll

Represents the results of a bias detection analysis.

public class BiasDetectionResult<T>

Type Parameters

T

The numeric type for calculations.

Inheritance

object

BiasDetectionResult<T>

Inherited Members

object.Equals(object)

object.Equals(object, object)

object.GetHashCode()

object.GetType()

object.MemberwiseClone()

object.ReferenceEquals(object, object)

object.ToString()

Constructors

BiasDetectionResult()

Initializes a new instance of the BiasDetectionResult class.

public BiasDetectionResult()

Properties

DisparateImpactRatio

Gets or sets the disparate impact ratio (min rate / max rate).

public T DisparateImpactRatio { get; set; }

Property Value

T

EqualOpportunityDifference

Gets or sets the equal opportunity difference (max TPR - min TPR).

public T EqualOpportunityDifference { get; set; }

Property Value

T

GroupFalsePositiveRates

Gets or sets the False Positive Rates for each group.

public Dictionary<string, T> GroupFalsePositiveRates { get; set; }

Property Value

Dictionary<string, T>

GroupPositiveRates

Gets or sets the positive prediction rates for each group.

public Dictionary<string, T> GroupPositiveRates { get; set; }

Property Value

Dictionary<string, T>

GroupPrecisions

Gets or sets the Precision values for each group.

public Dictionary<string, T> GroupPrecisions { get; set; }

Property Value

Dictionary<string, T>

GroupSizes

Gets or sets the sizes of each group.

public Dictionary<string, int> GroupSizes { get; set; }

Property Value

Dictionary<string, int>

GroupTruePositiveRates

Gets or sets the True Positive Rates for each group.

public Dictionary<string, T> GroupTruePositiveRates { get; set; }

Property Value

Dictionary<string, T>

HasBias

Gets or sets whether bias was detected.

public bool HasBias { get; set; }

Property Value

bool

Message

Gets or sets the message describing the bias detection results.

public string Message { get; set; }

Property Value

string

StatisticalParityDifference

Gets or sets the statistical parity difference (max rate - min rate).

public T StatisticalParityDifference { get; set; }

Property Value

T