Index

A

ActivelyLearnedModel (class in uq360.algorithms.actively_learned_model) AKLPEScorer (class in uq360.algorithms.layer_scoring.aklpe) approx_ij() (uq360.algorithms.infinitesimal_jackknife.InfinitesimalJackknife method)

area_under_risk_rejection_rate_curve() (in module uq360.metrics.classification_metrics) auucc_gain() (in module uq360.metrics.regression_metrics) AuxiliaryIntervalPredictor (class in uq360.algorithms.auxiliary_interval_predictor)

B

BnnClassification (class in uq360.algorithms.variational_bayesian_neural_networks.bnn)

BnnRegression (class in uq360.algorithms.variational_bayesian_neural_networks.bnn)

C

ClassificationCalibration (class in uq360.algorithms.classification_calibration)

compute_classification_metrics() (in module uq360.metrics.classification_metrics) compute_regression_metrics() (in module uq360.metrics.regression_metrics)

E

EnsembleHeteroscedasticRegression (class in uq360.algorithms.ensemble_heteroscedastic_regression) entropy_based_uncertainty_decomposition() (in module uq360.metrics.classification_metrics)

ExactNearestNeighbors (class in uq360.utils.transformers.nearest_neighbors.exact) expected_calibration_error() (in module uq360.metrics.classification_metrics)

F

fit() (uq360.algorithms.actively_learned_model.ActivelyLearnedModel method) (uq360.algorithms.auxiliary_interval_predictor.AuxiliaryIntervalPredictor method) (uq360.algorithms.blackbox_metamodel.short_text_classification.ShortTextClassificationWrapper method) (uq360.algorithms.blackbox_metamodel.structured_data_classification.StructuredDataClassificationWrapper method) (uq360.algorithms.classification_calibration.ClassificationCalibration method) (uq360.algorithms.ensemble_heteroscedastic_regression.EnsembleHeteroscedasticRegression method) (uq360.algorithms.heteroscedastic_regression.HeteroscedasticRegression method) (uq360.algorithms.homoscedastic_gaussian_process_regression.HomoscedasticGPRegression method) (uq360.algorithms.layer_scoring.aklpe.AKLPEScorer method) (uq360.algorithms.layer_scoring.knn.KNNScorer method) (uq360.algorithms.layer_scoring.mahalanobis.MahalanobisScorer method) (uq360.algorithms.quantile_regression.QuantileRegression method) (uq360.algorithms.ucc_recalibration.UCCRecalibration method) (uq360.algorithms.variational_bayesian_neural_networks.bnn.BnnClassification method) (uq360.algorithms.variational_bayesian_neural_networks.bnn.BnnRegression method) (uq360.metrics.uncertainty_characteristics_curve.UncertaintyCharacteristicsCurve method)

G

get_AUUCC() (uq360.metrics.uncertainty_characteristics_curve.UncertaintyCharacteristicsCurve method) get_OP() (uq360.metrics.uncertainty_characteristics_curve.UncertaintyCharacteristicsCurve method) get_params() (uq360.algorithms.classification_calibration.ClassificationCalibration method) (uq360.algorithms.infinitesimal_jackknife.InfinitesimalJackknife method) (uq360.algorithms.layer_scoring.aklpe.AKLPEScorer method) (uq360.algorithms.layer_scoring.knn.KNNScorer method) (uq360.algorithms.layer_scoring.mahalanobis.MahalanobisScorer method) (uq360.algorithms.ucc_recalibration.UCCRecalibration method)

get_specific_operating_point() (uq360.metrics.uncertainty_characteristics_curve.UncertaintyCharacteristicsCurve method)

H

HeteroscedasticRegression (class in uq360.algorithms.heteroscedastic_regression)

HomoscedasticGPRegression (class in uq360.algorithms.homoscedastic_gaussian_process_regression)

I

ij() (uq360.algorithms.infinitesimal_jackknife.InfinitesimalJackknife method)

InfinitesimalJackknife (class in uq360.algorithms.infinitesimal_jackknife)

K

KNNScorer (class in uq360.algorithms.layer_scoring.knn)

M

MahalanobisScorer (class in uq360.algorithms.layer_scoring.mahalanobis) minimize_cost() (uq360.metrics.uncertainty_characteristics_curve.UncertaintyCharacteristicsCurve method) module uq360.metrics.classification_metrics uq360.metrics.regression_metrics

mpiw() (in module uq360.metrics.regression_metrics) multiclass_brier_score() (in module uq360.metrics.classification_metrics)

N

negative_log_likelihood_Gaussian() (in module uq360.metrics.regression_metrics)

P

picp() (in module uq360.metrics.regression_metrics) plot_picp_by_feature() (in module uq360.metrics.regression_metrics) plot_reliability_diagram() (in module uq360.metrics.classification_metrics) plot_risk_vs_rejection_rate() (in module uq360.metrics.classification_metrics) plot_UCC() (uq360.metrics.uncertainty_characteristics_curve.UncertaintyCharacteristicsCurve method) plot_uncertainty_by_feature() (in module uq360.metrics.regression_metrics) plot_uncertainty_distribution() (in module uq360.metrics.regression_metrics) predict() (uq360.algorithms.actively_learned_model.ActivelyLearnedModel method) (uq360.algorithms.auxiliary_interval_predictor.AuxiliaryIntervalPredictor method) (uq360.algorithms.blackbox_metamodel.short_text_classification.ShortTextClassificationWrapper method) (uq360.algorithms.blackbox_metamodel.structured_data_classification.StructuredDataClassificationWrapper method) (uq360.algorithms.classification_calibration.ClassificationCalibration method) (uq360.algorithms.ensemble_heteroscedastic_regression.EnsembleHeteroscedasticRegression method) (uq360.algorithms.heteroscedastic_regression.HeteroscedasticRegression method) (uq360.algorithms.homoscedastic_gaussian_process_regression.HomoscedasticGPRegression method) (uq360.algorithms.infinitesimal_jackknife.InfinitesimalJackknife method) (uq360.algorithms.layer_scoring.aklpe.AKLPEScorer method) (uq360.algorithms.layer_scoring.knn.KNNScorer method) (uq360.algorithms.layer_scoring.mahalanobis.MahalanobisScorer method) (uq360.algorithms.quantile_regression.QuantileRegression method) (uq360.algorithms.ucc_recalibration.UCCRecalibration method) (uq360.algorithms.variational_bayesian_neural_networks.bnn.BnnClassification method) (uq360.algorithms.variational_bayesian_neural_networks.bnn.BnnRegression method)

Q

QuantileRegression (class in uq360.algorithms.quantile_regression)

S

set_coordinates() (uq360.metrics.uncertainty_characteristics_curve.UncertaintyCharacteristicsCurve method) set_std_unit() (uq360.metrics.uncertainty_characteristics_curve.UncertaintyCharacteristicsCurve method)

ShortTextClassificationWrapper (class in uq360.algorithms.blackbox_metamodel.short_text_classification) StructuredDataClassificationWrapper (class in uq360.algorithms.blackbox_metamodel.structured_data_classification)

U

UCCRecalibration (class in uq360.algorithms.ucc_recalibration) UncertaintyCharacteristicsCurve (class in uq360.metrics.uncertainty_characteristics_curve) uq360.metrics.classification_metrics module

uq360.metrics.regression_metrics module