Index A | B | C | D | E | F | G | H | I | K | L | M | N | O | P | R | S | T | U | V A ancestor_nodes (shapiq.explainer.tree.base.EdgeTree attribute) ancestors (shapiq.explainer.tree.base.EdgeTree attribute) approximate() (shapiq.approximator.permutation.PermutationSamplingSII method) (shapiq.approximator.permutation.PermutationSamplingSTI method) (shapiq.approximator.permutation.sii.PermutationSamplingSII method) (shapiq.approximator.permutation.sti.PermutationSamplingSTI method) (shapiq.approximator.PermutationSamplingSII method) (shapiq.approximator.PermutationSamplingSTI method) (shapiq.approximator.ShapIQ method) (shapiq.approximator.shapiq.ShapIQ method) (shapiq.approximator.shapiq.shapiq.ShapIQ method) B base_aggregation() (shapiq.approximator.moebius_converter.MoebiusConverter method) baseline_value (shapiq.explainer.tabular.TabularExplainer attribute) (shapiq.explainer.tabular.TabularExplainer property) (shapiq.explainer.TabularExplainer attribute) (shapiq.explainer.TabularExplainer property) C children_left (shapiq.explainer.tree.base.TreeModel attribute), [1] (shapiq.explainer.tree.TreeModel attribute), [1] children_right (shapiq.explainer.tree.base.TreeModel attribute), [1] (shapiq.explainer.tree.TreeModel attribute), [1] coalitions_counter (shapiq.approximator.sampling.CoalitionSampler property) coalitions_matrix (shapiq.approximator.sampling.CoalitionSampler property) coalitions_probability (shapiq.approximator.sampling.CoalitionSampler property) CoalitionSampler (class in shapiq.approximator.sampling) compute_empty_prediction() (in module shapiq.explainer.tree.utils) (shapiq.explainer.tree.base.TreeModel method) (shapiq.explainer.tree.TreeModel method) convert_ksii_into_one_dimension() (in module shapiq.approximator) (in module shapiq.approximator.k_sii) convert_sklearn_forest() (in module shapiq.explainer.tree.conversion.sklearn) convert_sklearn_tree() (in module shapiq.explainer.tree.conversion.sklearn) convert_tree_output_type() (in module shapiq.explainer.tree.base) create_edge_tree() (in module shapiq.explainer.tree.conversion.edges) D data (shapiq.explainer.tabular.TabularExplainer attribute) (shapiq.explainer.TabularExplainer attribute) E edge_heights (shapiq.explainer.tree.base.EdgeTree attribute) EdgeTree (class in shapiq.explainer.tree.base) empty_prediction (shapiq.explainer.tree.base.TreeModel attribute), [1] (shapiq.explainer.tree.TreeModel attribute), [1] empty_predictions (shapiq.explainer.tree.base.EdgeTree attribute) execute_border_trick() (shapiq.approximator.sampling.CoalitionSampler method) execute_pairing_trick() (shapiq.approximator.sampling.CoalitionSampler method) explain() (shapiq.explainer.Explainer method) (shapiq.explainer.tabular.TabularExplainer method) (shapiq.explainer.TabularExplainer method) (shapiq.explainer.tree.explainer.TreeExplainer method) (shapiq.explainer.tree.TreeExplainer method) (shapiq.explainer.tree.TreeSHAPIQ method) (shapiq.explainer.tree.treeshapiq.TreeSHAPIQ method) (shapiq.explainer.TreeExplainer method) Explainer (class in shapiq.explainer) F feature_ids (shapiq.explainer.tree.base.TreeModel attribute), [1] (shapiq.explainer.tree.TreeModel attribute), [1] feature_map_internal_original (shapiq.explainer.tree.base.TreeModel attribute), [1] (shapiq.explainer.tree.TreeModel attribute), [1] feature_map_original_internal (shapiq.explainer.tree.base.TreeModel attribute), [1] (shapiq.explainer.tree.TreeModel attribute), [1] features (shapiq.explainer.tree.base.TreeModel attribute), [1] (shapiq.explainer.tree.TreeModel attribute), [1] fsii_routine() (shapiq.approximator.moebius_converter.MoebiusConverter method) G generate_interaction_lookup() (in module shapiq.utils) (in module shapiq.utils.sets) get_conditional_sample_weights() (in module shapiq.explainer.tree.utils) get_explainers() (in module shapiq.explainer.utils) get_explicit_subsets() (in module shapiq.utils) (in module shapiq.utils.sets) get_moebius_distribution_weight() (shapiq.approximator.moebius_converter.MoebiusConverter method) get_predict_function_and_model_type() (in module shapiq.explainer.utils) H has_ancestors (shapiq.explainer.tree.base.EdgeTree attribute) I index (shapiq.approximator.ShapIQ attribute) (shapiq.approximator.shapiq.ShapIQ attribute) (shapiq.approximator.shapiq.shapiq.ShapIQ attribute) (shapiq.explainer.tabular.TabularExplainer attribute) (shapiq.explainer.TabularExplainer attribute) interaction_height_store (shapiq.explainer.tree.base.EdgeTree attribute) iteration_cost (shapiq.approximator.KernelSHAP attribute) (shapiq.approximator.permutation.PermutationSamplingSII attribute) (shapiq.approximator.permutation.PermutationSamplingSTI attribute) (shapiq.approximator.permutation.sii.PermutationSamplingSII attribute) (shapiq.approximator.permutation.sti.PermutationSamplingSTI attribute) (shapiq.approximator.PermutationSamplingSII attribute) (shapiq.approximator.PermutationSamplingSTI attribute) (shapiq.approximator.regression.fsi.RegressionFSI attribute) (shapiq.approximator.regression.KernelSHAP attribute) (shapiq.approximator.regression.RegressionFSI attribute) (shapiq.approximator.regression.RegressionSII attribute) (shapiq.approximator.regression.sii.RegressionSII attribute) (shapiq.approximator.regression.sv.KernelSHAP attribute) (shapiq.approximator.RegressionFSI attribute) (shapiq.approximator.RegressionSII attribute) (shapiq.approximator.ShapIQ attribute) (shapiq.approximator.shapiq.ShapIQ attribute) (shapiq.approximator.shapiq.shapiq.ShapIQ attribute) K KernelSHAP (class in shapiq.approximator) (class in shapiq.approximator.regression) (class in shapiq.approximator.regression.sv) KShapleyMixin (class in shapiq.approximator.k_sii) L last_feature_node_in_path (shapiq.explainer.tree.base.EdgeTree attribute) leaf_mask (shapiq.explainer.tree.base.TreeModel attribute), [1] (shapiq.explainer.tree.TreeModel attribute), [1] M max_depth (shapiq.explainer.tree.base.EdgeTree attribute) max_feature_id (shapiq.explainer.tree.base.TreeModel attribute), [1] (shapiq.explainer.tree.TreeModel attribute), [1] max_order (shapiq.approximator.KernelSHAP attribute) (shapiq.approximator.permutation.PermutationSamplingSII attribute) (shapiq.approximator.permutation.PermutationSamplingSTI attribute) (shapiq.approximator.permutation.sii.PermutationSamplingSII attribute) (shapiq.approximator.permutation.sti.PermutationSamplingSTI attribute) (shapiq.approximator.PermutationSamplingSII attribute) (shapiq.approximator.PermutationSamplingSTI attribute) (shapiq.approximator.regression.fsi.RegressionFSI attribute) (shapiq.approximator.regression.KernelSHAP attribute) (shapiq.approximator.regression.RegressionFSI attribute) (shapiq.approximator.regression.RegressionSII attribute) (shapiq.approximator.regression.sii.RegressionSII attribute) (shapiq.approximator.regression.sv.KernelSHAP attribute) (shapiq.approximator.RegressionFSI attribute) (shapiq.approximator.RegressionSII attribute) (shapiq.approximator.ShapIQ attribute) (shapiq.approximator.shapiq.ShapIQ attribute) (shapiq.approximator.shapiq.shapiq.ShapIQ attribute) min_order (shapiq.approximator.KernelSHAP attribute) (shapiq.approximator.permutation.PermutationSamplingSII attribute) (shapiq.approximator.permutation.PermutationSamplingSTI attribute) (shapiq.approximator.permutation.sii.PermutationSamplingSII attribute) (shapiq.approximator.permutation.sti.PermutationSamplingSTI attribute) (shapiq.approximator.PermutationSamplingSII attribute) (shapiq.approximator.PermutationSamplingSTI attribute) (shapiq.approximator.regression.fsi.RegressionFSI attribute) (shapiq.approximator.regression.KernelSHAP attribute) (shapiq.approximator.regression.RegressionFSI attribute) (shapiq.approximator.regression.RegressionSII attribute) (shapiq.approximator.regression.sii.RegressionSII attribute) (shapiq.approximator.regression.sv.KernelSHAP attribute) (shapiq.approximator.RegressionFSI attribute) (shapiq.approximator.RegressionSII attribute) (shapiq.approximator.ShapIQ attribute) (shapiq.approximator.shapiq.ShapIQ attribute) (shapiq.approximator.shapiq.shapiq.ShapIQ attribute) module shapiq.approximator shapiq.approximator.k_sii shapiq.approximator.moebius_converter shapiq.approximator.permutation shapiq.approximator.permutation.sii shapiq.approximator.permutation.sti shapiq.approximator.regression shapiq.approximator.regression.fsi shapiq.approximator.regression.sii shapiq.approximator.regression.sv shapiq.approximator.sampling shapiq.approximator.shapiq shapiq.approximator.shapiq.shapiq shapiq.approximator.shapiq.unbiased_kernelshap shapiq.explainer shapiq.explainer.tabular shapiq.explainer.tree shapiq.explainer.tree.base shapiq.explainer.tree.conversion shapiq.explainer.tree.conversion.edges shapiq.explainer.tree.conversion.sklearn shapiq.explainer.tree.explainer shapiq.explainer.tree.treeshapiq shapiq.explainer.tree.utils shapiq.explainer.tree.validation shapiq.explainer.utils shapiq.plot shapiq.plot.network shapiq.plot.stacked_bar shapiq.utils shapiq.utils.modules shapiq.utils.sets shapiq.utils.types moebius_coefficients (shapiq.approximator.moebius_converter.MoebiusConverter attribute) moebius_to_base_interaction() (shapiq.approximator.moebius_converter.MoebiusConverter method) moebius_to_shapley_interaction() (shapiq.approximator.moebius_converter.MoebiusConverter method) MoebiusConverter (class in shapiq.approximator.moebius_converter) N N (shapiq.approximator.KernelSHAP attribute) n (shapiq.approximator.KernelSHAP attribute) N (shapiq.approximator.moebius_converter.MoebiusConverter attribute) n (shapiq.approximator.moebius_converter.MoebiusConverter attribute) (shapiq.approximator.permutation.PermutationSamplingSII attribute) (shapiq.approximator.permutation.PermutationSamplingSTI attribute) (shapiq.approximator.permutation.sii.PermutationSamplingSII attribute) (shapiq.approximator.permutation.sti.PermutationSamplingSTI attribute) (shapiq.approximator.PermutationSamplingSII attribute) (shapiq.approximator.PermutationSamplingSTI attribute) N (shapiq.approximator.regression.fsi.RegressionFSI attribute) n (shapiq.approximator.regression.fsi.RegressionFSI attribute) N (shapiq.approximator.regression.KernelSHAP attribute) n (shapiq.approximator.regression.KernelSHAP attribute) N (shapiq.approximator.regression.RegressionFSI attribute) n (shapiq.approximator.regression.RegressionFSI attribute) N (shapiq.approximator.regression.RegressionSII attribute) n (shapiq.approximator.regression.RegressionSII attribute) N (shapiq.approximator.regression.sii.RegressionSII attribute) n (shapiq.approximator.regression.sii.RegressionSII attribute) N (shapiq.approximator.regression.sv.KernelSHAP attribute) n (shapiq.approximator.regression.sv.KernelSHAP attribute) N (shapiq.approximator.RegressionFSI attribute) n (shapiq.approximator.RegressionFSI attribute) N (shapiq.approximator.RegressionSII attribute) n (shapiq.approximator.RegressionSII attribute) (shapiq.approximator.ShapIQ attribute) (shapiq.approximator.shapiq.ShapIQ attribute) (shapiq.approximator.shapiq.shapiq.ShapIQ attribute) n_coalitions (shapiq.approximator.sampling.CoalitionSampler property) n_features_in_tree (shapiq.explainer.tree.base.TreeModel attribute), [1] (shapiq.explainer.tree.TreeModel attribute), [1] n_interactions (shapiq.approximator.moebius_converter.MoebiusConverter attribute) n_nodes (shapiq.explainer.tree.base.TreeModel attribute), [1] (shapiq.explainer.tree.TreeModel attribute), [1] network_plot() (in module shapiq.plot) (in module shapiq.plot.network) node_sample_weight (shapiq.explainer.tree.base.TreeModel attribute), [1] (shapiq.explainer.tree.TreeModel attribute), [1] nodes (shapiq.explainer.tree.base.TreeModel attribute), [1] (shapiq.explainer.tree.TreeModel attribute), [1] O original_output_type (shapiq.explainer.tree.base.TreeModel attribute), [1] (shapiq.explainer.tree.TreeModel attribute), [1] P p_e_storages (shapiq.explainer.tree.base.EdgeTree attribute) p_e_values (shapiq.explainer.tree.base.EdgeTree attribute) pair_subset_sizes() (in module shapiq.utils) (in module shapiq.utils.sets) parents (shapiq.explainer.tree.base.EdgeTree attribute) PermutationSamplingSII (class in shapiq.approximator) (class in shapiq.approximator.permutation) (class in shapiq.approximator.permutation.sii) PermutationSamplingSTI (class in shapiq.approximator) (class in shapiq.approximator.permutation) (class in shapiq.approximator.permutation.sti) powerset() (in module shapiq.utils) (in module shapiq.utils.sets) predict() (shapiq.explainer.Explainer method) predict_callable() (in module shapiq.explainer.utils) predict_default() (in module shapiq.explainer.utils) predict_proba_default() (in module shapiq.explainer.utils) predict_tf_binary() (in module shapiq.explainer.utils) predict_tf_first() (in module shapiq.explainer.utils) predict_tf_single() (in module shapiq.explainer.utils) predict_xgboost() (in module shapiq.explainer.utils) print_class() (in module shapiq.explainer.utils) print_classes_nicely() (in module shapiq.explainer.utils) R reduce_feature_complexity() (shapiq.explainer.tree.base.TreeModel method) (shapiq.explainer.tree.TreeModel method) RegressionFSI (class in shapiq.approximator) (class in shapiq.approximator.regression) (class in shapiq.approximator.regression.fsi) RegressionSII (class in shapiq.approximator) (class in shapiq.approximator.regression) (class in shapiq.approximator.regression.sii) root_node_id (shapiq.explainer.tree.base.TreeModel attribute), [1] (shapiq.explainer.tree.TreeModel attribute), [1] S safe_isinstance() (in module shapiq.utils) (in module shapiq.utils.modules) sample() (shapiq.approximator.sampling.CoalitionSampler method) ShapIQ (class in shapiq.approximator) (class in shapiq.approximator.shapiq) (class in shapiq.approximator.shapiq.shapiq) shapiq.approximator module shapiq.approximator.k_sii module shapiq.approximator.moebius_converter module shapiq.approximator.permutation module shapiq.approximator.permutation.sii module shapiq.approximator.permutation.sti module shapiq.approximator.regression module shapiq.approximator.regression.fsi module shapiq.approximator.regression.sii module shapiq.approximator.regression.sv module shapiq.approximator.sampling module shapiq.approximator.shapiq module shapiq.approximator.shapiq.shapiq module shapiq.approximator.shapiq.unbiased_kernelshap module shapiq.explainer module shapiq.explainer.tabular module shapiq.explainer.tree module shapiq.explainer.tree.base module shapiq.explainer.tree.conversion module shapiq.explainer.tree.conversion.edges module shapiq.explainer.tree.conversion.sklearn module shapiq.explainer.tree.explainer module shapiq.explainer.tree.treeshapiq module shapiq.explainer.tree.utils module shapiq.explainer.tree.validation module shapiq.explainer.utils module shapiq.plot module shapiq.plot.network module shapiq.plot.stacked_bar module shapiq.utils module shapiq.utils.modules module shapiq.utils.sets module shapiq.utils.types module ShapleySamplingMixin (class in shapiq.approximator.sampling) split_subsets_budget() (in module shapiq.utils) (in module shapiq.utils.sets) split_weights (shapiq.explainer.tree.base.EdgeTree attribute) stacked_bar_plot() (in module shapiq.plot) (in module shapiq.plot.stacked_bar) stii_routine() (shapiq.approximator.moebius_converter.MoebiusConverter method) T TabularExplainer (class in shapiq.explainer) (class in shapiq.explainer.tabular) thresholds (shapiq.explainer.tree.base.TreeModel attribute), [1] (shapiq.explainer.tree.TreeModel attribute), [1] top_order (shapiq.approximator.permutation.PermutationSamplingSII attribute) (shapiq.approximator.permutation.sii.PermutationSamplingSII attribute) (shapiq.approximator.PermutationSamplingSII attribute) (shapiq.approximator.ShapIQ attribute) (shapiq.approximator.shapiq.ShapIQ attribute) (shapiq.approximator.shapiq.shapiq.ShapIQ attribute) transform_array_to_coalitions() (in module shapiq.utils) (in module shapiq.utils.sets) transform_coalitions_to_array() (in module shapiq.utils) (in module shapiq.utils.sets) transforms_sii_to_ksii() (in module shapiq.approximator) (in module shapiq.approximator.k_sii) (shapiq.approximator.k_sii.KShapleyMixin method) TreeExplainer (class in shapiq.explainer) (class in shapiq.explainer.tree) (class in shapiq.explainer.tree.explainer) TreeModel (class in shapiq.explainer.tree) (class in shapiq.explainer.tree.base) TreeSHAPIQ (class in shapiq.explainer.tree) (class in shapiq.explainer.tree.treeshapiq) try_import() (in module shapiq.utils) (in module shapiq.utils.modules) U UnbiasedKernelSHAP (class in shapiq.approximator) (class in shapiq.approximator.shapiq) (class in shapiq.approximator.shapiq.unbiased_kernelshap) V validate_tree_model() (in module shapiq.explainer.tree.validation) values (shapiq.explainer.tree.base.TreeModel attribute), [1] (shapiq.explainer.tree.TreeModel attribute), [1]