Index

_

__create_model() (rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel method) __customFunc (rocelib.recourse_methods.BinaryLinearSearch.BinaryLinearSearch attribute) (rocelib.recourse_methods.KDTreeNNCE.KDTreeNNCE attribute) (rocelib.recourse_methods.MCE.MCE attribute) (rocelib.recourse_methods.MCER.MCER attribute) (rocelib.recourse_methods.NNCE.NNCE attribute) (rocelib.recourse_methods.RecourseGenerator.RecourseGenerator attribute) __model (rocelib.tasks.Task.Task attribute)

_model (rocelib.models.TrainableModel.TrainableModel attribute) _task (rocelib.recourse_methods.BinaryLinearSearch.BinaryLinearSearch attribute) (rocelib.recourse_methods.KDTreeNNCE.KDTreeNNCE attribute) (rocelib.recourse_methods.MCE.MCE attribute) (rocelib.recourse_methods.MCER.MCER attribute) (rocelib.recourse_methods.NNCE.NNCE attribute) (rocelib.recourse_methods.RecourseGenerator.RecourseGenerator attribute) _training_data (rocelib.tasks.ClassificationTask.ClassificationTask attribute) (rocelib.tasks.Task.Task attribute)

A

AdultDatasetLoader (class in rocelib.datasets.provided_datasets.AdultDatasetLoader)

B

TrainableModel (class in rocelib.models.TrainableModel)

BinaryLinearSearch (class in rocelib.recourse_methods.BinaryLinearSearch)

C

categorical (rocelib.datasets.provided_datasets.ExampleDatasetLoader.ExampleDatasetLoader property) checkValidity() (rocelib.evaluations.ValidityEvaluator.ValidityEvaluator method) ClassificationTask (class in rocelib.tasks.ClassificationTask) CostLoss (class in rocelib.recourse_methods.Wachter) counterfactual_stability() (rocelib.recourse_methods.STCE.TrexNN method)

create_weights_and_bias_dictionary() (in module rocelib.recourse_methods.ModelMultiplicityMILP) (rocelib.intabs.IntervalAbstractionPyTorch.IntervalAbstractionPytorch method) criterion (rocelib.models.pytorch_models.TrainableCustomPyTorchModel.TrainableCustomPyTorchModel attribute) (rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel attribute) custom_distance_func (rocelib.recourse_methods.RecourseGenerator.RecourseGenerator property) TrainableCustomPyTorchModel (class in rocelib.models.pytorch_models.TrainableCustomPyTorchModel)

D

TrainableDecisionTreeModel (class in rocelib.models.sklearn_models.TrainableDecisionTreeModel) default_preprocess() (rocelib.datasets.provided_datasets.ExampleDatasetLoader.ExampleDatasetLoader method), [1]

DeltaRobustnessEvaluator (class in rocelib.robustness_evaluations.DeltaRobustnessEvaluator) DistanceEvaluator (class in rocelib.evaluations.DistanceEvaluator)

E

euclidean() (in module rocelib.lib.distance_functions.DistanceFunctions) evaluate() (rocelib.evaluations.DistanceEvaluator.DistanceEvaluator method), [1] (rocelib.evaluations.ManifoldEvaluator.ManifoldEvaluator method), [1] (rocelib.evaluations.RecourseEvaluator.RecourseEvaluator method) (rocelib.evaluations.RobustnessProportionEvaluator.RobustnessProportionEvaluator method), [1] (rocelib.evaluations.ValidityEvaluator.ValidityEvaluator method), [1] (rocelib.intabs.IntervalAbstractionPyTorch.IntervalAbstractionPytorch method) (rocelib.models.TrainableModel.TrainableModel method) (rocelib.models.keras_models.TrainableKerasModel.TrainableKerasModel method), [1] (rocelib.models.pytorch_models.TrainableCustomPyTorchModel.TrainableCustomPyTorchModel method), [1] (rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel method), [1] (rocelib.models.sklearn_models.TrainableSKLearnModel.TrainableSKLearnModel method) (rocelib.robustness_evaluations.DeltaRobustnessEvaluator.DeltaRobustnessEvaluator method) (rocelib.robustness_evaluations.ModelChangesRobustnessEvaluator.ModelChangesRobustnessEvaluator method) (rocelib.robustness_evaluations.ModelChangesRobustnessSetEvaluator.ModelChangesRobustnessSetEvaluator method)

evaluator (rocelib.recourse_methods.MCER.MCER attribute) (rocelib.robustness_evaluations.ModelChangesRobustnessSetEvaluator.ModelChangesRobustnessSetEvaluator attribute) ExampleDatasetLoader (class in rocelib.datasets.provided_datasets.ExampleDatasetLoader)

F

forward() (rocelib.recourse_methods.Wachter.CostLoss method)

G

generate() (rocelib.recourse_methods.RecourseGenerator.RecourseGenerator method) generate_for_all() (rocelib.recourse_methods.RecourseGenerator.RecourseGenerator method) generate_for_instance() (rocelib.recourse_methods.RecourseGenerator.RecourseGenerator method) get_default_preprocessed_features() (rocelib.datasets.provided_datasets.AdultDatasetLoader.AdultDatasetLoader method) (rocelib.datasets.provided_datasets.ExampleDatasetLoader.ExampleDatasetLoader method), [1] (rocelib.datasets.provided_datasets.IonosphereDatasetLoader.IonosphereDatasetLoader method) (rocelib.datasets.provided_datasets.IrisDatasetLoader.IrisDatasetLoader method) (rocelib.datasets.provided_datasets.TitanicDatasetLoader.TitanicDatasetLoader method)

get_example_dataset() (in module rocelib.datasets.ExampleDatasets) get_feature_names() (rocelib.datasets.provided_datasets.TitanicDatasetLoader.TitanicDatasetLoader method) get_preprocessed_features() (rocelib.datasets.provided_datasets.ExampleDatasetLoader.ExampleDatasetLoader method), [1] get_random_positive_instance() (rocelib.tasks.ClassificationTask.ClassificationTask method) (rocelib.tasks.Task.Task method) get_sklearn_model() (in module rocelib.models.Models) get_torch_model() (rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel method), [1] getCandidates() (rocelib.recourse_methods.RNCE.RNCE method) GuidedBinaryLinearSearch (class in rocelib.recourse_methods.GuidedBinaryLinearSearch)

H

hidden_dim (rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel attribute)

I

input_dim (rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel attribute) intabs (rocelib.recourse_methods.RNCE.RNCE attribute)

IntervalAbstractionPytorch (class in rocelib.intabs.IntervalAbstractionPyTorch) IonosphereDatasetLoader (class in rocelib.datasets.provided_datasets.IonosphereDatasetLoader) IrisDatasetLoader (class in rocelib.datasets.provided_datasets.IrisDatasetLoader)

K

KDTreeNNCE (class in rocelib.recourse_methods.KDTreeNNCE)

keras_to_pytorch() (in module rocelib.lib.PyTorchConversions)

L

load_data() (rocelib.datasets.provided_datasets.AdultDatasetLoader.AdultDatasetLoader method) (rocelib.datasets.provided_datasets.ExampleDatasetLoader.ExampleDatasetLoader method), [1] (rocelib.datasets.provided_datasets.IonosphereDatasetLoader.IonosphereDatasetLoader method) (rocelib.datasets.provided_datasets.IrisDatasetLoader.IrisDatasetLoader method) (rocelib.datasets.provided_datasets.TitanicDatasetLoader.TitanicDatasetLoader method)

TrainableLogisticRegressionModel (class in rocelib.models.sklearn_models.TrainableLogisticRegressionModel)

M

manhattan() (in module rocelib.lib.distance_functions.DistanceFunctions) ManifoldEvaluator (class in rocelib.evaluations.ManifoldEvaluator) MCE (class in rocelib.recourse_methods.MCE) mce (rocelib.recourse_methods.MCER.MCER attribute) MCER (class in rocelib.recourse_methods.MCER) model (rocelib.models.TrainableModel.TrainableModel property) (rocelib.models.keras_models.TrainableKerasModel.TrainableKerasModel attribute) (rocelib.models.pytorch_models.TrainableCustomPyTorchModel.TrainableCustomPyTorchModel attribute) (rocelib.tasks.ClassificationTask.ClassificationTask attribute) (rocelib.tasks.Task.Task property) ModelChangesRobustnessEvaluator (class in rocelib.robustness_evaluations.ModelChangesRobustnessEvaluator) ModelChangesRobustnessScorer (class in rocelib.robustness_evaluations.ModelChangesRobustnessScorer) ModelChangesRobustnessSetEvaluator (class in rocelib.robustness_evaluations.ModelChangesRobustnessSetEvaluator) ModelMultiplicityMILP (class in rocelib.recourse_methods.ModelMultiplicityMILP) module rocelib rocelib.datasets rocelib.datasets.ExampleDatasets rocelib.datasets.provided_datasets rocelib.datasets.provided_datasets.AdultDatasetLoader rocelib.datasets.provided_datasets.ExampleDatasetLoader rocelib.datasets.provided_datasets.IonosphereDatasetLoader rocelib.datasets.provided_datasets.IrisDatasetLoader rocelib.datasets.provided_datasets.TitanicDatasetLoader rocelib.evaluations rocelib.evaluations.DistanceEvaluator rocelib.evaluations.ManifoldEvaluator rocelib.evaluations.RecourseEvaluator rocelib.evaluations.RobustnessProportionEvaluator rocelib.evaluations.ValidityEvaluator rocelib.intabs rocelib.intabs.IntervalAbstractionPyTorch rocelib.lib rocelib.lib.distance_functions rocelib.lib.distance_functions.DistanceFunctions rocelib.lib.OptSolver rocelib.lib.PyTorchConversions rocelib.lib.QuickTabulate rocelib.model_evaluations rocelib.models rocelib.models.TrainableModel rocelib.models.keras_models rocelib.models.keras_models.TrainableKerasModel rocelib.models.Models rocelib.models.pytorch_models rocelib.models.pytorch_models.TrainableCustomPyTorchModel rocelib.models.pytorch_models.TrainablePyTorchModel rocelib.models.sklearn_models rocelib.models.sklearn_models.TrainableDecisionTreeModel rocelib.models.sklearn_models.TrainableLogisticRegressionModel rocelib.models.sklearn_models.TrainableSKLearnModel rocelib.models.sklearn_models.TrainableSVMModel rocelib.recourse_methods rocelib.recourse_methods.BinaryLinearSearch rocelib.recourse_methods.GuidedBinaryLinearSearch rocelib.recourse_methods.KDTreeNNCE rocelib.recourse_methods.MCE rocelib.recourse_methods.MCER rocelib.recourse_methods.ModelMultiplicityMILP rocelib.recourse_methods.NNCE rocelib.recourse_methods.RecourseGenerator rocelib.recourse_methods.RNCE rocelib.recourse_methods.STCE rocelib.recourse_methods.Wachter rocelib.robustness_evaluations rocelib.robustness_evaluations.DeltaRobustnessEvaluator rocelib.robustness_evaluations.ModelChangesRobustnessEvaluator rocelib.robustness_evaluations.ModelChangesRobustnessScorer rocelib.robustness_evaluations.ModelChangesRobustnessSetEvaluator rocelib.tasks rocelib.tasks.ClassificationTask rocelib.tasks.Task

N

NNCE (class in rocelib.recourse_methods.NNCE)

numerical (rocelib.datasets.provided_datasets.ExampleDatasetLoader.ExampleDatasetLoader property)

O

opt (rocelib.recourse_methods.MCE.MCE attribute) (rocelib.robustness_evaluations.DeltaRobustnessEvaluator.DeltaRobustnessEvaluator attribute) optimizer (rocelib.models.pytorch_models.TrainableCustomPyTorchModel.TrainableCustomPyTorchModel attribute) (rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel attribute)

OptSolver (class in rocelib.lib.OptSolver) output_dim (rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel attribute)

P

predict() (rocelib.models.TrainableModel.TrainableModel method), [1] (rocelib.models.keras_models.TrainableKerasModel.TrainableKerasModel method), [1] (rocelib.models.pytorch_models.TrainableCustomPyTorchModel.TrainableCustomPyTorchModel method), [1] (rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel method), [1] (rocelib.models.sklearn_models.TrainableSKLearnModel.TrainableSKLearnModel method) predict_proba() (rocelib.models.TrainableModel.TrainableModel method), [1] (rocelib.models.keras_models.TrainableKerasModel.TrainableKerasModel method), [1] (rocelib.models.pytorch_models.TrainableCustomPyTorchModel.TrainableCustomPyTorchModel method), [1] (rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel method), [1] (rocelib.models.sklearn_models.TrainableSKLearnModel.TrainableSKLearnModel method)

predict_proba_tensor() (rocelib.models.TrainableModel.TrainableModel method), [1] (rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel method), [1] (rocelib.models.sklearn_models.TrainableSKLearnModel.TrainableSKLearnModel method) predict_single() (rocelib.models.TrainableModel.TrainableModel method), [1] (rocelib.models.keras_models.TrainableKerasModel.TrainableKerasModel method), [1] (rocelib.models.pytorch_models.TrainableCustomPyTorchModel.TrainableCustomPyTorchModel method), [1] (rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel method), [1] (rocelib.models.sklearn_models.TrainableSKLearnModel.TrainableSKLearnModel method) preprocess() (rocelib.datasets.provided_datasets.ExampleDatasetLoader.ExampleDatasetLoader method), [1] Properties() (rocelib.models.TrainableModel.TrainableModel method)

Q

quick_tabulate() (in module rocelib.lib.QuickTabulate)

R

RecourseEvaluator (class in rocelib.evaluations.RecourseEvaluator) RecourseGenerator (class in rocelib.recourse_methods.RecourseGenerator) RNCE (class in rocelib.recourse_methods.RNCE) RobustnessProportionEvaluator (class in rocelib.evaluations.RobustnessProportionEvaluator) rocelib module rocelib.datasets module rocelib.datasets.ExampleDatasets module rocelib.datasets.provided_datasets module rocelib.datasets.provided_datasets.AdultDatasetLoader module rocelib.datasets.provided_datasets.ExampleDatasetLoader module rocelib.datasets.provided_datasets.IonosphereDatasetLoader module rocelib.datasets.provided_datasets.IrisDatasetLoader module rocelib.datasets.provided_datasets.TitanicDatasetLoader module rocelib.evaluations module rocelib.evaluations.DistanceEvaluator module rocelib.evaluations.ManifoldEvaluator module rocelib.evaluations.RecourseEvaluator module rocelib.evaluations.RobustnessProportionEvaluator module rocelib.evaluations.ValidityEvaluator module rocelib.intabs module rocelib.intabs.IntervalAbstractionPyTorch module rocelib.lib module rocelib.lib.distance_functions module rocelib.lib.distance_functions.DistanceFunctions module rocelib.lib.OptSolver module rocelib.lib.PyTorchConversions module rocelib.lib.QuickTabulate module rocelib.model_evaluations module rocelib.models module rocelib.models.TrainableModel module rocelib.models.keras_models module rocelib.models.keras_models.TrainableKerasModel module

rocelib.models.Models module rocelib.models.pytorch_models module rocelib.models.pytorch_models.TrainableCustomPyTorchModel module rocelib.models.pytorch_models.TrainablePyTorchModel module rocelib.models.sklearn_models module rocelib.models.sklearn_models.TrainableDecisionTreeModel module rocelib.models.sklearn_models.TrainableLogisticRegressionModel module rocelib.models.sklearn_models.TrainableSKLearnModel module rocelib.models.sklearn_models.TrainableSVMModel module rocelib.recourse_methods module rocelib.recourse_methods.BinaryLinearSearch module rocelib.recourse_methods.GuidedBinaryLinearSearch module rocelib.recourse_methods.KDTreeNNCE module rocelib.recourse_methods.MCE module rocelib.recourse_methods.MCER module rocelib.recourse_methods.ModelMultiplicityMILP module rocelib.recourse_methods.NNCE module rocelib.recourse_methods.RecourseGenerator module rocelib.recourse_methods.RNCE module rocelib.recourse_methods.STCE module rocelib.recourse_methods.Wachter module rocelib.robustness_evaluations module rocelib.robustness_evaluations.DeltaRobustnessEvaluator module rocelib.robustness_evaluations.ModelChangesRobustnessEvaluator module rocelib.robustness_evaluations.ModelChangesRobustnessScorer module rocelib.robustness_evaluations.ModelChangesRobustnessSetEvaluator module rocelib.tasks module rocelib.tasks.ClassificationTask module rocelib.tasks.Task module

S

score() (rocelib.robustness_evaluations.ModelChangesRobustnessScorer.ModelChangesRobustnessScorer method) set_weights() (rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel method), [1] setup() (rocelib.lib.OptSolver.OptSolver method)

TrainableKerasModel (class in rocelib.models.keras_models.TrainableKerasModel) TrainablePyTorchModel (class in rocelib.models.pytorch_models.TrainablePyTorchModel) TrainableSKLearnModel (class in rocelib.models.sklearn_models.TrainableSKLearnModel) TrainableSVMModel (class in rocelib.models.sklearn_models.TrainableSVMModel)

T

Task (class in rocelib.tasks.Task) task (rocelib.evaluations.RecourseEvaluator.RecourseEvaluator attribute) (rocelib.recourse_methods.RecourseGenerator.RecourseGenerator property) (rocelib.robustness_evaluations.DeltaRobustnessEvaluator.DeltaRobustnessEvaluator attribute) (rocelib.robustness_evaluations.ModelChangesRobustnessSetEvaluator.ModelChangesRobustnessSetEvaluator attribute) TitanicDatasetLoader (class in rocelib.datasets.provided_datasets.TitanicDatasetLoader) train() (rocelib.models.TrainableModel.TrainableModel method), [1] (rocelib.models.keras_models.TrainableKerasModel.TrainableKerasModel method), [1] (rocelib.models.pytorch_models.TrainableCustomPyTorchModel.TrainableCustomPyTorchModel method), [1] (rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel method), [1] (rocelib.models.sklearn_models.TrainableSKLearnModel.TrainableSKLearnModel method) (rocelib.tasks.ClassificationTask.ClassificationTask method) (rocelib.tasks.Task.Task method)

training_data (rocelib.tasks.Task.Task property) TrexNN (class in rocelib.recourse_methods.STCE)

V

ValidityEvaluator (class in rocelib.evaluations.ValidityEvaluator)

W

Wachter (class in rocelib.recourse_methods.Wachter)

X

X (rocelib.datasets.provided_datasets.AdultDatasetLoader.AdultDatasetLoader property) (rocelib.datasets.provided_datasets.IonosphereDatasetLoader.IonosphereDatasetLoader property) (rocelib.datasets.provided_datasets.IrisDatasetLoader.IrisDatasetLoader property) (rocelib.datasets.provided_datasets.TitanicDatasetLoader.TitanicDatasetLoader property)

Y

y (rocelib.datasets.provided_datasets.AdultDatasetLoader.AdultDatasetLoader property) (rocelib.datasets.provided_datasets.IonosphereDatasetLoader.IonosphereDatasetLoader property) (rocelib.datasets.provided_datasets.IrisDatasetLoader.IrisDatasetLoader property) (rocelib.datasets.provided_datasets.TitanicDatasetLoader.TitanicDatasetLoader property)