Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | X _ __call__() (shapiq.approximator.Approximator method) (shapiq.game.Game method) (shapiq.game_theory.ExactComputer method) (shapiq.game_theory.MoebiusConverter method) A abbreviate_feature_names() (in module shapiq.plot) aggregate() (shapiq.interaction_values.InteractionValues method) aggregate_base_interaction() (in module shapiq.game_theory) aggregate_interaction_values() (in module shapiq.interaction_values) (shapiq.approximator.Approximator static method) AgnosticExplainer (class in shapiq.explainer) approximate() (shapiq.approximator.Approximator method) (shapiq.approximator.LeverageSHAP method) (shapiq.approximator.OddSHAP method) (shapiq.approximator.OwenSamplingSV method) (shapiq.approximator.PermutationSamplingSII method) (shapiq.approximator.PermutationSamplingSTII method) (shapiq.approximator.PermutationSamplingSV method) (shapiq.approximator.ProxySHAP method) (shapiq.approximator.ProxySPEX method) (shapiq.approximator.ShaplEIG method) (shapiq.approximator.StratifiedSamplingSV method) approximate_with_variance() (shapiq.approximator.ShaplEIG method) Approximator (class in shapiq.approximator) approximator (shapiq.explainer.Explainer property) approximator_id (shapiq.approximator.Approximator property) B bar_plot() (in module shapiq.plot) base_aggregation() (shapiq.game_theory.ExactComputer method) base_generalized_value() (shapiq.game_theory.ExactComputer method) base_interaction() (shapiq.game_theory.ExactComputer method) baseline_value (shapiq.explainer.TabularExplainer property) (shapiq.explainer.TreeExplainer property) (shapiq.game_theory.ExactComputer property) (shapiq.interaction_values.InteractionValuesBatch attribute) (shapiq.tree.InterventionalTreeSHAPIQ property) BaselineImputer (class in shapiq.imputer) beeswarm_plot() (in module shapiq.plot) C calc_empty_prediction() (shapiq.imputer.BaselineImputer method) (shapiq.imputer.GenerativeConditionalImputer method) (shapiq.imputer.MarginalImputer method) cast_input() (shapiq.tree.TreeModel method) cat_size (shapiq.tree.TreeModel attribute) cat_start (shapiq.tree.TreeModel attribute) cat_values (shapiq.tree.TreeModel attribute) check_import_module() (in module shapiq.utils) children_left (shapiq.tree.TreeModel attribute) children_left_default (shapiq.tree.TreeModel attribute) children_missing (shapiq.tree.TreeModel attribute) children_right (shapiq.tree.TreeModel attribute) coalition_lookup (shapiq.game_theory.ExactComputer property) coeffs (shapiq.tree.TreeModel attribute) compute() (shapiq.game.Game method) (shapiq.game_theory.MoebiusConverter method) compute_egalitarian_least_core() (shapiq.game_theory.ExactComputer method) compute_empty_prediction() (shapiq.tree.InterventionalTreeSHAPIQ static method) (shapiq.tree.TreeModel method) compute_fii() (shapiq.game_theory.ExactComputer method) compute_game_values() (shapiq.game_theory.ExactComputer method) compute_joint_sv() (shapiq.game_theory.ExactComputer method) compute_kadd_shap() (shapiq.game_theory.ExactComputer method) compute_stii() (shapiq.game_theory.ExactComputer method) count_interactions() (in module shapiq.utils) cov_mat (shapiq.imputer.GaussianImputer property) D data (shapiq.imputer.Imputer attribute) decision_type (shapiq.tree.TreeModel attribute) dict_values (shapiq.interaction_values.InteractionValues property) E egalitarian_least_core() (in module shapiq.game_theory) empty_coalition_value (shapiq.game.Game property) empty_prediction (shapiq.imputer.Imputer attribute) (shapiq.tree.LinearTreeSHAP property) (shapiq.tree.TreeModel attribute) exact_computer (shapiq.explainer.Explainer property) exact_values() (shapiq.game.Game method) ExactComputer (class in shapiq.game_theory) explain() (shapiq.explainer.Explainer method) (shapiq.tree.InterventionalTreeSHAPIQ method) (shapiq.tree.LinearTreeSHAP method) (shapiq.tree.QuadratureTreeSHAP method) (shapiq.tree.TreeSHAPIQ method) explain_function() (shapiq.explainer.AgnosticExplainer method) (shapiq.explainer.Explainer method) (shapiq.explainer.KNNExplainer method) (shapiq.explainer.TabularExplainer method) (shapiq.explainer.ThresholdNNExplainer method) (shapiq.explainer.TreeExplainer method) (shapiq.explainer.WeightedKNNExplainer method) (shapiq.tree.InterventionalTreeSHAPIQ method) (shapiq.tree.LinearTreeSHAP method) (shapiq.tree.QuadratureTreeSHAP method) explain_X() (shapiq.explainer.Explainer method) (shapiq.explainer.TreeExplainer method) Explainer (class in shapiq.explainer) F feature_ids (shapiq.tree.TreeModel attribute) feature_map_internal_original (shapiq.tree.TreeModel attribute) feature_map_original_internal (shapiq.tree.TreeModel attribute) features (shapiq.tree.TreeModel attribute) fit() (shapiq.imputer.Imputer method) force_plot() (in module shapiq.plot) fourier_to_moebius() (shapiq.approximator.ProxySPEX method) from_dict() (shapiq.interaction_values.InteractionValues class method) from_first_order_array() (shapiq.interaction_values.InteractionValues class method) from_interaction_values() (shapiq.interaction_values.InteractionValuesBatch class method) from_json_file() (shapiq.game.Game class method) (shapiq.interaction_values.InteractionValues class method) G Game (class in shapiq.game) game (shapiq.explainer.AgnosticExplainer attribute) game_id (shapiq.game.Game attribute) game_name (shapiq.game.Game property) game_values (shapiq.game.Game attribute) (shapiq.game_theory.ExactComputer property) GaussianCopulaImputer (class in shapiq.imputer) GaussianImputer (class in shapiq.imputer) generate_interaction_lookup() (in module shapiq.utils) generate_interaction_lookup_from_coalitions() (in module shapiq.utils) GenerativeConditionalImputer (class in shapiq.imputer) get_anchor_points() (shapiq.approximator.OwenSamplingSV static method) get_bernoulli_weights() (in module shapiq.game_theory) get_computation_index() (in module shapiq.game_theory) get_explicit_subsets() (in module shapiq.utils) get_game_name() (shapiq.game.Game class method) get_jointsv_weights() (shapiq.game_theory.ExactComputer method) get_n_interactions() (shapiq.game_theory.ExactComputer static method) get_n_order() (shapiq.interaction_values.InteractionValues method) get_n_order_values() (shapiq.interaction_values.InteractionValues method) get_subset() (shapiq.interaction_values.InteractionValues method) get_top_k() (shapiq.interaction_values.InteractionValues method) get_top_k_interactions() (shapiq.interaction_values.InteractionValues method) goes_left() (shapiq.tree.TreeModel method) grand_coalition_value (shapiq.game.Game property) H has_categorical (shapiq.tree.TreeModel attribute) I Imputer (class in shapiq.imputer) imputer (shapiq.explainer.Explainer property) InconsistentKernelSHAPIQ (class in shapiq.approximator) index (shapiq.explainer.Explainer property) index_generalizes_bv() (in module shapiq.game_theory) index_generalizes_sv() (in module shapiq.game_theory) init_background() (shapiq.imputer.BaselineImputer method) (shapiq.imputer.GenerativeConditionalImputer method) (shapiq.imputer.MarginalImputer method) input_precision (shapiq.tree.TreeModel attribute) insert_empty_value() (shapiq.imputer.Imputer method) interaction_lookup (shapiq.approximator.Approximator property) (shapiq.interaction_values.InteractionValues property) interactions (shapiq.interaction_values.InteractionValues attribute) InteractionValues (class in shapiq.interaction_values) InteractionValuesBatch (class in shapiq.interaction_values) intercepts (shapiq.tree.TreeModel attribute) InterventionalGame (class in shapiq.tree) InterventionalTreeSHAPIQ (class in shapiq.tree) is_available (shapiq.explainer.TabPFNExplainer property) is_categorical (shapiq.tree.TreeModel attribute) is_empty_value_the_baseline() (in module shapiq.game_theory) is_index_aggregated() (in module shapiq.game_theory) is_normalized (shapiq.game.Game property) J joint_marginal_distribution (shapiq.imputer.MarginalImputer attribute) K kADDSHAP (class in shapiq.approximator) KernelSHAP (class in shapiq.approximator) KernelSHAPIQ (class in shapiq.approximator) KNNExplainer (class in shapiq.explainer) L leaf_mask (shapiq.tree.TreeModel attribute) LeverageSHAP (class in shapiq.approximator) LinearTreeSHAP (class in shapiq.tree) load() (shapiq.game.Game class method) (shapiq.interaction_values.InteractionValues class method) load_adult_census() (in module shapiq.datasets) load_bike_sharing() (in module shapiq.datasets) load_california_housing() (in module shapiq.datasets) load_values() (shapiq.game.Game method) log_binom() (in module shapiq.utils) M MarginalImputer (class in shapiq.imputer) max_feature_id (shapiq.tree.TreeModel attribute) max_order (shapiq.explainer.Explainer property) (shapiq.interaction_values.InteractionValuesBatch attribute) mean_per_feature (shapiq.imputer.GaussianImputer property) min_order (shapiq.interaction_values.InteractionValuesBatch attribute) mode (shapiq.explainer.TreeExplainer property) model (shapiq.explainer.Explainer attribute) (shapiq.explainer.KNNExplainer attribute) (shapiq.explainer.ThresholdNNExplainer attribute) (shapiq.imputer.Imputer attribute) module shapiq.approximator shapiq.datasets shapiq.explainer shapiq.game shapiq.game_theory shapiq.imputer shapiq.interaction_values shapiq.plot shapiq.tree shapiq.utils moebius_transform (shapiq.game_theory.ExactComputer property) MoebiusConverter (class in shapiq.game_theory) N n_features (shapiq.imputer.Imputer attribute) n_features_in_tree (shapiq.tree.TreeModel attribute) n_instances (shapiq.interaction_values.InteractionValuesBatch attribute) n_nodes (shapiq.tree.TreeModel attribute) n_players (shapiq.game.Game attribute) (shapiq.game_theory.ExactComputer property) (shapiq.interaction_values.InteractionValuesBatch attribute) n_values_stored (shapiq.game.Game property) network_plot() (in module shapiq.plot) node_sample_weight (shapiq.tree.TreeModel attribute) nodes (shapiq.tree.TreeModel attribute) normalization_value (shapiq.game.Game attribute) normalize (shapiq.game.Game property) O OddSHAP (class in shapiq.approximator) original_output_type (shapiq.tree.TreeModel attribute) OwenSamplingSV (class in shapiq.approximator) P pair_subset_sizes() (in module shapiq.utils) PermutationSamplingSII (class in shapiq.approximator) PermutationSamplingSTII (class in shapiq.approximator) PermutationSamplingSV (class in shapiq.approximator) plot_force() (shapiq.interaction_values.InteractionValues method) plot_network() (shapiq.interaction_values.InteractionValues method) plot_sentence() (shapiq.interaction_values.InteractionValues method) plot_si_graph() (shapiq.interaction_values.InteractionValues method) plot_stacked_bar() (shapiq.interaction_values.InteractionValues method) plot_upset() (shapiq.interaction_values.InteractionValues method) plot_waterfall() (shapiq.interaction_values.InteractionValues method) powerset() (in module shapiq.utils) precompute() (shapiq.game.Game method) precomputed (shapiq.game.Game property) predict() (shapiq.explainer.Explainer method) (shapiq.imputer.Imputer method) (shapiq.tree.TreeModel method) predict_one() (shapiq.tree.TreeModel method) probabilistic_value() (shapiq.game_theory.ExactComputer method) ProxySHAP (class in shapiq.approximator) ProxySPEX (class in shapiq.approximator) Q QuadratureTreeSHAP (class in shapiq.tree) QUANTILE_CLIP_EPSILON (shapiq.imputer.GaussianCopulaImputer attribute) R raise_deprecation_warning() (in module shapiq.utils) random_state (shapiq.imputer.Imputer attribute) reduce_feature_complexity() (shapiq.tree.TreeModel method) RegressionFBII (class in shapiq.approximator) RegressionFSII (class in shapiq.approximator) RegressionMSR (class in shapiq.approximator) root_node_id (shapiq.tree.TreeModel attribute) S safe_isinstance() (in module shapiq.utils) sample_size (shapiq.imputer.Imputer property) save() (shapiq.game.Game method) (shapiq.interaction_values.InteractionValues method) save_values() (shapiq.game.Game method) scatter_plot() (in module shapiq.plot) sentence_plot() (in module shapiq.plot) set_random_state() (shapiq.approximator.Approximator method) (shapiq.explainer.Explainer method) (shapiq.imputer.Imputer method) shap_values_cpp_iterative() (shapiq.tree.LinearTreeSHAP method) SHAPIQ (class in shapiq.approximator) shapiq.approximator module shapiq.datasets module shapiq.explainer module shapiq.game module shapiq.game_theory module shapiq.imputer module shapiq.interaction_values module shapiq.plot module shapiq.tree module shapiq.utils module ShaplEIG (class in shapiq.approximator) shapley_base_interaction() (shapiq.game_theory.ExactComputer method) shapley_generalized_value() (shapiq.game_theory.ExactComputer method) shapley_interactions() (shapiq.game_theory.ExactComputer method) shuffle_data() (in module shapiq.utils) si_graph_plot() (in module shapiq.plot) sparsify() (shapiq.interaction_values.InteractionValues method) SPEX (class in shapiq.approximator) split_subsets_budget() (in module shapiq.utils) stacked_bar_plot() (in module shapiq.plot) StratifiedSamplingSV (class in shapiq.approximator) SVARM (class in shapiq.approximator) SVARMIQ (class in shapiq.approximator) T TabPFNExplainer (class in shapiq.explainer) TabPFNImputer (class in shapiq.imputer) TabularExplainer (class in shapiq.explainer) ThresholdNNExplainer (class in shapiq.explainer) thresholds (shapiq.tree.TreeModel attribute) to_dict() (shapiq.interaction_values.InteractionValues method) to_first_order_array() (shapiq.interaction_values.InteractionValues method) to_json_file() (shapiq.game.Game method) (shapiq.interaction_values.InteractionValues method) transform_array_to_coalitions() (in module shapiq.utils) transform_coalitions_to_array() (in module shapiq.utils) TreeExplainer (class in shapiq.explainer) TreeModel (class in shapiq.tree) TreeSHAPIQ (class in shapiq.tree) U UnbiasedKernelSHAP (class in shapiq.approximator) upset_plot() (in module shapiq.plot) V valid_indices (shapiq.approximator.Approximator attribute) (shapiq.approximator.InconsistentKernelSHAPIQ attribute) (shapiq.approximator.kADDSHAP attribute) (shapiq.approximator.KernelSHAP attribute) (shapiq.approximator.KernelSHAPIQ attribute) (shapiq.approximator.LeverageSHAP attribute) (shapiq.approximator.OddSHAP attribute) (shapiq.approximator.OwenSamplingSV attribute) (shapiq.approximator.PermutationSamplingSII attribute) (shapiq.approximator.PermutationSamplingSTII attribute) (shapiq.approximator.PermutationSamplingSV attribute) (shapiq.approximator.RegressionFBII attribute) (shapiq.approximator.RegressionFSII attribute) (shapiq.approximator.ShaplEIG attribute) (shapiq.approximator.StratifiedSamplingSV attribute) (shapiq.approximator.SVARM attribute) (shapiq.approximator.UnbiasedKernelSHAP attribute) (shapiq.game_theory.ExactComputer attribute) (shapiq.game_theory.MoebiusConverter attribute) value_function() (shapiq.game.Game method) (shapiq.imputer.BaselineImputer method) (shapiq.imputer.GaussianImputer method) (shapiq.imputer.GenerativeConditionalImputer method) (shapiq.imputer.MarginalImputer method) (shapiq.imputer.TabPFNImputer method) (shapiq.tree.InterventionalGame method) values (shapiq.interaction_values.InteractionValues property) (shapiq.interaction_values.InteractionValuesBatch attribute) (shapiq.tree.TreeModel attribute) W waterfall_plot() (in module shapiq.plot) WeightedKNNExplainer (class in shapiq.explainer) X x (shapiq.imputer.Imputer property)