Feature importance metrics

Numerical results with visualizations are available on results page.

Model randomization check

xaib.metrics.feature_importance.model_randomization_check.ModelRandomizationCheck

Properties

Case

Correctness

Direction

Up

Small noise check

xaib.metrics.feature_importance.small_noise_check.SmallNoiseCheck

Properties

Case

Continuity

Direction

Down

Label difference

xaib.metrics.feature_importance.label_difference.LabelDifference

Properties

Case

Contrastivity

Direction

Up

Covariate regularity

xaib.metrics.feature_importance.covariate_regularity.CovariateRegularity

Properties

Case

Covariate complexity

Direction

Down

Other disagreement

xaib.metrics.feature_importance.other_disagreement.OtherDisagreement

Properties

Case

Coherence

Direction

Down

Sparsity

xaib.metrics.feature_importance.sparsity.Sparsity

Properties

Case

Compactness

Direction

Up