Index

_

__init__() (fairret.loss.projection.ProjectionLoss method) (fairret.loss.violation.NormLoss method) (fairret.loss.violation.ViolationLoss method) (fairret.metric.LinearFractionalParity method) (fairret.statistic.linear_fractional.FScore method) (fairret.statistic.linear_fractional.StackedLinearFractionalStatistic method)

A

Accuracy (class in fairret.statistic.linear_fractional)

C

ChiSquaredProjectionLoss (class in fairret.loss.projection) compute() (fairret.metric.LinearFractionalParity method) cvxpy_distance() (fairret.loss.projection.ChiSquaredProjectionLoss method) (fairret.loss.projection.JensenShannonProjectionLoss method) (fairret.loss.projection.KLProjectionLoss method) (fairret.loss.projection.ProjectionLoss method) (fairret.loss.projection.SquaredEuclideanProjectionLoss method) (fairret.loss.projection.TotalVariationProjectionLoss method)

D

denom() (fairret.statistic.linear_fractional.LinearFractionalStatistic method) denom_intercept() (fairret.statistic.linear_fractional.Accuracy method) (fairret.statistic.linear_fractional.FalseNegativeFalsePositiveFraction method) (fairret.statistic.linear_fractional.FalseOmissionRate method) (fairret.statistic.linear_fractional.FalsePositiveRate method) (fairret.statistic.linear_fractional.FScore method) (fairret.statistic.linear_fractional.LinearFractionalStatistic method) (fairret.statistic.linear_fractional.PositivePredictiveValue method) (fairret.statistic.linear_fractional.PositiveRate method) (fairret.statistic.linear_fractional.StackedLinearFractionalStatistic method) (fairret.statistic.linear_fractional.TruePositiveRate method)

denom_slope() (fairret.statistic.linear_fractional.Accuracy method) (fairret.statistic.linear_fractional.FalseNegativeFalsePositiveFraction method) (fairret.statistic.linear_fractional.FalseOmissionRate method) (fairret.statistic.linear_fractional.FalsePositiveRate method) (fairret.statistic.linear_fractional.FScore method) (fairret.statistic.linear_fractional.LinearFractionalStatistic method) (fairret.statistic.linear_fractional.PositivePredictiveValue method) (fairret.statistic.linear_fractional.PositiveRate method) (fairret.statistic.linear_fractional.StackedLinearFractionalStatistic method) (fairret.statistic.linear_fractional.TruePositiveRate method)

E

expected_signature (fairret.statistic.linear_fractional.Accuracy attribute) (fairret.statistic.linear_fractional.FalseNegativeFalsePositiveFraction attribute) (fairret.statistic.linear_fractional.FalseOmissionRate attribute) (fairret.statistic.linear_fractional.FalsePositiveRate attribute) (fairret.statistic.linear_fractional.FScore attribute) (fairret.statistic.linear_fractional.PositivePredictiveValue attribute) (fairret.statistic.linear_fractional.PositiveRate attribute) (fairret.statistic.linear_fractional.StackedLinearFractionalStatistic attribute) (fairret.statistic.linear_fractional.TruePositiveRate attribute)

F

FairnessLoss (class in fairret.loss.base) fairret.loss.base module fairret.loss.projection module fairret.loss.violation module fairret.statistic.base module fairret.statistic.linear_fractional module

FalseNegativeFalsePositiveFraction (class in fairret.statistic.linear_fractional) FalseOmissionRate (class in fairret.statistic.linear_fractional) FalsePositiveRate (class in fairret.statistic.linear_fractional) fixed_constraint() (fairret.statistic.linear_fractional.LinearFractionalStatistic method) forward() (fairret.loss.base.FairnessLoss method) (fairret.loss.projection.ProjectionLoss method) (fairret.loss.violation.ViolationLoss method) (fairret.statistic.base.Statistic method) (fairret.statistic.linear_fractional.LinearFractionalStatistic method) FScore (class in fairret.statistic.linear_fractional)

J

JensenShannonProjectionLoss (class in fairret.loss.projection)

K

KLProjectionLoss (class in fairret.loss.projection)

L

LinearFractionalParity (class in fairret.metric)

LinearFractionalStatistic (class in fairret.statistic.linear_fractional) LSELoss (class in fairret.loss.violation)

M

module fairret.loss.base fairret.loss.projection fairret.loss.violation fairret.statistic.base fairret.statistic.linear_fractional

N

NormLoss (class in fairret.loss.violation) num() (fairret.statistic.linear_fractional.LinearFractionalStatistic method) num_intercept() (fairret.statistic.linear_fractional.Accuracy method) (fairret.statistic.linear_fractional.FalseNegativeFalsePositiveFraction method) (fairret.statistic.linear_fractional.FalseOmissionRate method) (fairret.statistic.linear_fractional.FalsePositiveRate method) (fairret.statistic.linear_fractional.FScore method) (fairret.statistic.linear_fractional.LinearFractionalStatistic method) (fairret.statistic.linear_fractional.PositivePredictiveValue method) (fairret.statistic.linear_fractional.PositiveRate method) (fairret.statistic.linear_fractional.StackedLinearFractionalStatistic method) (fairret.statistic.linear_fractional.TruePositiveRate method)

num_slope() (fairret.statistic.linear_fractional.Accuracy method) (fairret.statistic.linear_fractional.FalseNegativeFalsePositiveFraction method) (fairret.statistic.linear_fractional.FalseOmissionRate method) (fairret.statistic.linear_fractional.FalsePositiveRate method) (fairret.statistic.linear_fractional.FScore method) (fairret.statistic.linear_fractional.LinearFractionalStatistic method) (fairret.statistic.linear_fractional.PositivePredictiveValue method) (fairret.statistic.linear_fractional.PositiveRate method) (fairret.statistic.linear_fractional.StackedLinearFractionalStatistic method) (fairret.statistic.linear_fractional.TruePositiveRate method)

O

overall_statistic() (fairret.statistic.linear_fractional.LinearFractionalStatistic method)

P

penalize_violation() (fairret.loss.violation.LSELoss method) (fairret.loss.violation.NormLoss method) (fairret.loss.violation.ViolationLoss method)

PositivePredictiveValue (class in fairret.statistic.linear_fractional) PositiveRate (class in fairret.statistic.linear_fractional) ProjectionLoss (class in fairret.loss.projection)

S

SquaredEuclideanProjectionLoss (class in fairret.loss.projection)

StackedLinearFractionalStatistic (class in fairret.statistic.linear_fractional) Statistic (class in fairret.statistic.base)

T

torch_distance() (fairret.loss.projection.ChiSquaredProjectionLoss method) (fairret.loss.projection.JensenShannonProjectionLoss method) (fairret.loss.projection.KLProjectionLoss method) (fairret.loss.projection.ProjectionLoss method) (fairret.loss.projection.SquaredEuclideanProjectionLoss method) (fairret.loss.projection.TotalVariationProjectionLoss method)

torch_distance_with_logits() (fairret.loss.projection.KLProjectionLoss method) (fairret.loss.projection.ProjectionLoss method) TotalVariationProjectionLoss (class in fairret.loss.projection) TruePositiveRate (class in fairret.statistic.linear_fractional)

U

update() (fairret.metric.LinearFractionalParity method)

V

ViolationLoss (class in fairret.loss.violation)