Index

A

accuracy() (soft.rough.information.approximation.RoughApproximation method) add_candidates_to_granulation() (in module soft.fuzzy.temporal.association.ftarm) add_controllers() (soft.fuzzy.reinforcement.policy.FuzzyActorCriticPolicy method) add_data() (soft.computing.organize.SelfOrganize method) add_functions() (soft.computing.organize.SelfOrganize method) add_fuzzy_granules() (soft.fuzzy.information.granulation.FuzzyGraph method) add_fuzzy_logic_rules() (soft.fuzzy.information.granulation.FuzzyGraph method) add_parent_relation() (soft.computing.core.Core method) add_stacked_granule() (in module soft.computing.hypercube) add_stacked_granule_helper() (in module soft.computing.hypercube) add_weighted_edges() (soft.computing.core.Core method) AlgebraicProduct (class in soft.fuzzy.relation.continuous.tnorm) AlgorithmFamily (class in soft.computing.blueprints.factory)

all_subclasses() (in module soft.utilities.functions) AlphaCut (class in soft.fuzzy.relation.discrete.extension) anchor() (in module soft.fuzzy.logic.rules.anchors) antecedents (soft.fuzzy.temporal.association.ftarm.AssociationRule attribute) apply_categorical_learning_induced_partitioning() (in module soft.fuzzy.unsupervised.granulation.online.clip) apply_evolving_clustering_method() (in module soft.fuzzy.unsupervised.cluster.online.ecm) apply_expert_partitioning() (in module soft.fuzzy.unsupervised.granulation.offline.expert) approximation() (soft.rough.information.approximation.RoughApproximation method) area() (soft.fuzzy.sets.continuous.abstract.ContinuousFuzzySet method) area_helper() (soft.fuzzy.sets.continuous.abstract.ContinuousFuzzySet method) AssociationRule (class in soft.fuzzy.temporal.association.ftarm) attributes() (soft.computing.knowledge.KnowledgeBase method) auto_encoder_edges() (soft.computing.blueprints.factory.SystematicDesignProcess method) AutoEncoder (class in soft.crisp.autoencode)

B

BaseDiscreteFuzzySet (class in soft.fuzzy.sets.discrete) BaseInference (class in soft.fuzzy.logic.inference.abstract)

BinaryLinks (class in soft.fuzzy.logic.inference.linkage) boundary_region() (soft.rough.information.approximation.RoughApproximation method) build() (soft.computing.blueprints.factory.SystematicDesignProcess method)

C

calc_confidence() (soft.fuzzy.temporal.association.ftarm.FuzzyTemporalAssocationRuleMining method) calc_fyd_heuristic() (in module soft.fuzzy.logic.rules.reduction.frequent_yet_discernible.heuristic) calc_intermediate_input() (soft.fuzzy.logic.inference.abstract.BaseInference method) calc_intermediate_output() (soft.fuzzy.logic.inference.engines.mamdani.MamdaniInference method) (soft.fuzzy.logic.inference.engines.mamdani.MamdaniProductInference method) calc_normalized_scalar_cardinalities() (in module soft.fuzzy.logic.rules.reduction.frequent_yet_discernible.heuristic) calc_rules_applicability() (soft.fuzzy.logic.inference.abstract.BaseInference method) (soft.fuzzy.logic.inference.engines.mamdani.MamdaniProductInference method) (soft.fuzzy.logic.inference.engines.tsk.TSKInference method) calc_scalar_cardinality() (in module soft.fuzzy.logic.rules.reduction.frequent_yet_discernible.heuristic) calculate_dimension_cardinality() (soft.fuzzy.linguistic.summary.Summary method) calculate_membership() (soft.fuzzy.sets.continuous.abstract.ContinuousFuzzySet method) (soft.fuzzy.sets.continuous.impl.Gaussian method) (soft.fuzzy.sets.continuous.impl.LogGaussian method) (soft.fuzzy.sets.continuous.impl.Lorentzian method) (soft.fuzzy.sets.continuous.impl.Triangular method) calculate_module_responses() (soft.fuzzy.sets.continuous.group.GroupedFuzzySets method) categorical_learning_induced_partitioning() (in module soft.fuzzy.unsupervised.granulation.online.clip) center_and_sigma() (in module soft.fuzzy.unsupervised.granulation.online.clip) check_or_find_functions() (soft.computing.organize.SelfOrganize method) clip_edges() (soft.computing.blueprints.factory.SystematicDesignProcess method) clip_frequent_discernible() (in module soft.computing.blueprints.fyd) clusters (soft.fuzzy.unsupervised.cluster.online.ecm.LabeledClusters attribute) ComponentThread (class in soft.computing.threads) confidence (soft.fuzzy.temporal.association.ftarm.AssociationRule attribute) confidences (soft.fuzzy.logic.controller.Engine attribute) consequence (soft.fuzzy.logic.rules.Rule attribute) consequences() (soft.fuzzy.logic.controller.abstract.FuzzyLogicController method)

consequents (soft.fuzzy.temporal.association.ftarm.AssociationRule attribute) ContinuousFuzzySet (class in soft.fuzzy.sets.continuous.abstract) convert_dat_to_csv() (in module soft.datasets) convert_data_frame_to_supervised_dataset() (in module soft.datasets) convert_rules_to_rough_compatible() (in module soft.fuzzy.logic.rules.creation.rough_compatibility) convert_str_attribute() (soft.computing.knowledge.KnowledgeBase static method) convert_to_tensor() (in module soft.utilities.functions) Core (class in soft.computing.core) count_granule_terms() (soft.fuzzy.sets.continuous.abstract.ContinuousFuzzySet static method) create() (soft.computing.wrappers.d3rlpy.CustomEncoderFactory method) (soft.computing.wrappers.d3rlpy.CustomPixelEncoderFactory method) (soft.fuzzy.sets.continuous.abstract.ContinuousFuzzySet class method) create_compound_edges() (soft.computing.core.Core method) create_compound_edges_helper() (soft.computing.core.Core method) create_continuous() (soft.computing.wrappers.d3rlpy.CustomMeanQFunctionFactory method) create_discrete() (soft.computing.wrappers.d3rlpy.CustomMeanQFunctionFactory method) create_engine() (soft.fuzzy.logic.controller.abstract.FuzzyLogicController method) (soft.fuzzy.logic.controller.impl.Mamdani method) (soft.fuzzy.logic.controller.impl.ZeroOrderTSK method) create_knowledge_base (soft.computing.blueprints.factory.SystematicDesignProcess attribute) create_matrix() (soft.fuzzy.logic.controller.abstract.FuzzyLogicController method) create_with_action() (soft.computing.wrappers.d3rlpy.CustomEncoderFactory method) (soft.computing.wrappers.d3rlpy.CustomPixelEncoderFactory method) CustomDiscreteMeanQFunction (class in soft.computing.wrappers.d3rlpy) CustomEncoder (class in soft.computing.wrappers.d3rlpy) CustomEncoderFactory (class in soft.computing.wrappers.d3rlpy) CustomMeanQFunctionFactory (class in soft.computing.wrappers.d3rlpy) CustomPixelEncoder (class in soft.computing.wrappers.d3rlpy) CustomPixelEncoderFactory (class in soft.computing.wrappers.d3rlpy)

D

decompose_decision_table() (soft.rough.information.decisions.RoughDecisions method) default_fuzzy_set_type (soft.fuzzy.logic.controller.Specifications attribute) definable() (soft.rough.information.approximation.RoughApproximation method) defuzzification (soft.fuzzy.logic.controller.Engine attribute) degree() (soft.fuzzy.relation.discrete.extension.AlphaCut method) (soft.fuzzy.relation.discrete.extension.DiscreteFuzzyRelation method) (soft.fuzzy.relation.discrete.extension.SpecialFuzzySet method) (soft.fuzzy.sets.discrete.BaseDiscreteFuzzySet method) (soft.fuzzy.sets.discrete.DiscreteFuzzySet method) (soft.fuzzy.sets.discrete.FuzzyVariable method) degree_of_appropriateness() (soft.fuzzy.linguistic.summary.Summary method) degree_of_covering() (soft.fuzzy.linguistic.summary.Summary method)

degree_of_imprecision() (soft.fuzzy.linguistic.summary.Summary method) degree_of_truth() (soft.fuzzy.linguistic.summary.Summary method) degree_of_validity() (soft.fuzzy.linguistic.summary.Summary method) densities (soft.fuzzy.unsupervised.cluster.offline.empirical.MultimodalDensity attribute) depends_on() (soft.rough.information.operations.RoughOperations method) dim (soft.fuzzy.logic.controller.SpaceConfiguration attribute) disable_parameters() (soft.fuzzy.logic.controller.abstract.FuzzyLogicController method) discernibility_matrix() (soft.rough.information.decisions.RoughDecisions method) DiscreteFuzzyRelation (class in soft.fuzzy.relation.discrete.extension) DiscreteFuzzySet (class in soft.fuzzy.sets.discrete) dispensable() (soft.rough.information.operations.RoughOperations method) dispersion() (soft.fuzzy.relation.continuous.aggregation.OrderedWeightedAveraging method) distances (soft.fuzzy.unsupervised.cluster.offline.empirical.MultimodalDensity attribute)

E

ecm_edges() (soft.computing.blueprints.factory.SystematicDesignProcess method) edges() (soft.rough.information.granulation.RoughGranulation method) encoder (soft.computing.wrappers.d3rlpy.CustomDiscreteMeanQFunction property) Engine (class in soft.fuzzy.logic.controller) engine (soft.fuzzy.logic.controller.Specifications attribute) env_seed() (in module soft.utilities.reproducibility) equivalent_to() (soft.rough.information.operations.RoughOperations method) evenly_spaced_exemplars() (soft.fuzzy.sets.continuous.group.GroupedFuzzySets static method) execute_module() (soft.computing.knowledge.KnowledgeBase static method) exemplars() (soft.computing.blueprints.factory.SystematicDesignProcess static method)

expand() (soft.fuzzy.sets.continuous.group.GroupedFuzzySets method) expand_logits_if_necessary() (soft.fuzzy.logic.inference.linkage.GroupedLinks method) expandable (soft.fuzzy.logic.controller.SpaceConfiguration attribute) expert_design() (in module soft.computing.organize) expert_partition_edges() (soft.computing.blueprints.factory.SystematicDesignProcess method) expert_partitioning() (in module soft.fuzzy.unsupervised.granulation.offline.expert) explain_with_captum() (soft.explain.SoftExplainer method) explain_with_counterfactuals() (soft.explain.SoftExplainer method) export_visual() (soft.computing.core.Core method) ExportExperienceReplayBuffer (class in soft.computing.wrappers.sb3) extend() (soft.fuzzy.sets.continuous.abstract.ContinuousFuzzySet method)

F

family_intersection() (soft.rough.information.granulation.RoughGranulation method) family_union() (soft.rough.information.granulation.RoughGranulation method) feature_names (soft.datasets.RegressionDatasetConfig attribute) fetch() (soft.fuzzy.sets.discrete.BaseDiscreteFuzzySet method) fetch_model_from_train_results() (in module soft.computing.wrappers.fetchers) fetch_supervised_dataset() (in module soft.computing.wrappers.fetchers) find_antecedents() (soft.fuzzy.temporal.association.ftarm.FuzzyTemporalAssocationRuleMining method) find_association_rules() (soft.fuzzy.temporal.association.ftarm.FuzzyTemporalAssocationRuleMining method) find_attribute_cores() (soft.rough.information.decisions.RoughDecisions method) find_attribute_reducts() (soft.rough.information.decisions.RoughDecisions method) find_candidates() (soft.fuzzy.temporal.association.ftarm.FuzzyTemporalAssocationRuleMining method) find_centers_and_widths() (in module soft.utilities.functions) find_closed_itemsets() (soft.fuzzy.temporal.association.ftarm.FuzzyTemporalAssocationRuleMining method) find_core() (soft.rough.information.operations.RoughOperations method) find_core_by_matrix() (soft.rough.information.decisions.RoughDecisions method) find_data_clouds() (in module soft.fuzzy.unsupervised.cluster.offline.empirical) find_empirical_fuzzy_sets() (in module soft.fuzzy.unsupervised.cluster.offline.empirical) find_exemplars (soft.computing.blueprints.factory.SystematicDesignProcess attribute) find_fuzzy_logic_rules (soft.computing.blueprints.factory.SystematicDesignProcess attribute) find_heuristic_cutoff() (in module soft.fuzzy.logic.rules.reduction.frequent_yet_discernible.heuristic) find_indices_to_closest_neighbors() (in module soft.fuzzy.unsupervised.granulation.online.clip) find_local_maxima() (in module soft.fuzzy.unsupervised.cluster.offline.empirical) find_maximal_itemsets() (soft.fuzzy.temporal.association.ftarm.FuzzyTemporalAssocationRuleMining method) find_maximum_fuzzy_terms() (in module soft.fuzzy.logic.rules.creation.common) find_membership_functions (soft.computing.blueprints.factory.SystematicDesignProcess attribute) find_predecessors() (in module soft.fuzzy.temporal.association.ftarm) find_reducts() (soft.rough.information.operations.RoughOperations method) find_relative_positive_region() (soft.rough.information.operations.RoughOperations method) find_unique_premise_variables() (in module soft.fuzzy.logic.rules.reduction.rough_theory) find_vertex_output_and_assign_to_kwarg() (soft.computing.organize.SelfOrganize method) forward() (soft.computing.wrappers.d3rlpy.CustomDiscreteMeanQFunction method) (soft.computing.wrappers.d3rlpy.CustomEncoder method) (soft.computing.wrappers.d3rlpy.CustomPixelEncoder method) (soft.computing.wrappers.temporal.TimeDistributed method) (soft.crisp.autoencode.AutoEncoder method) (soft.explain.SelectOutputWrapper method) (soft.fuzzy.logic.controller.abstract.FuzzyLogicController method) (soft.fuzzy.logic.inference.engines.mamdani.MamdaniInference method) (soft.fuzzy.logic.inference.engines.tsk.TSKInference method) (soft.fuzzy.logic.inference.linkage.BinaryLinks method) (soft.fuzzy.logic.inference.linkage.GroupedLinks method) (soft.fuzzy.logic.inference.linkage.GumbelSoftmax method) (soft.fuzzy.logic.inference.linkage.LogitLinks method) (soft.fuzzy.reinforcement.policy.FuzzyActorCritic method) (soft.fuzzy.relation.continuous.aggregation.OrderedWeightedAveraging method) (soft.fuzzy.relation.continuous.tnorm.AlgebraicProduct method) (soft.fuzzy.sets.continuous.abstract.ContinuousFuzzySet method) (soft.fuzzy.sets.continuous.group.GroupedFuzzySets method) (soft.fuzzy.sets.continuous.impl.LogisticCurve method)

forward_actor() (soft.fuzzy.reinforcement.policy.FuzzyActorCritic method) forward_critic() (soft.fuzzy.reinforcement.policy.FuzzyActorCritic method) frame (soft.datasets.RegressionDatasetConfig attribute) frequencies (soft.fuzzy.unsupervised.cluster.offline.empirical.MultimodalDensity attribute) frequent_discernible() (in module soft.fuzzy.logic.rules.reduction.frequent_yet_discernible.heuristic) frequent_temporal_items() (soft.fuzzy.temporal.association.ftarm.FuzzyTemporalAssocationRuleMining method) ftarm_edges() (soft.computing.blueprints.factory.SystematicDesignProcess method) fuzzy_representation() (soft.fuzzy.temporal.association.ftarm.FuzzyTemporalAssocationRuleMining method) fuzzy_temporal_association_rule_mining_wrapper() (in module soft.computing.wrappers.temporal) fuzzy_temporal_supports() (soft.fuzzy.temporal.association.ftarm.FuzzyTemporalAssocationRuleMining method) FuzzyActorCritic (class in soft.fuzzy.reinforcement.policy) FuzzyActorCriticPolicy (class in soft.fuzzy.reinforcement.policy) FuzzyDQNPolicy (class in soft.fuzzy.reinforcement.policy) FuzzyGraph (class in soft.fuzzy.information.granulation) FuzzyLogicController (class in soft.fuzzy.logic.controller.abstract) FuzzyTemporalAssocationRuleMining (class in soft.fuzzy.temporal.association.ftarm) FuzzyVariable (class in soft.fuzzy.sets.discrete)

G

g_means_wrapper() (in module soft.computing.wrappers.clustering) Gaussian (class in soft.fuzzy.sets.continuous.impl) general_euclidean_distance() (in module soft.fuzzy.unsupervised.cluster.online.ecm) generate_candidates_of_length_two() (soft.fuzzy.temporal.association.ftarm.FuzzyTemporalAssocationRuleMining method) generate_superset_itemsets() (soft.fuzzy.temporal.association.ftarm.FuzzyTemporalAssocationRuleMining method) get_callables_from_files() (soft.computing.knowledge.KnowledgeBase static method) get_feature_size() (soft.computing.wrappers.d3rlpy.CustomEncoder method) (soft.computing.wrappers.d3rlpy.CustomPixelEncoder method) get_functions() (soft.computing.blueprints.factory.SystematicDesignProcess method) get_fuzzy_logic_rules() (soft.fuzzy.information.granulation.FuzzyGraph method) get_granules() (soft.computing.core.Core method) get_graph_paths() (in module soft.computing.knowledge) get_keyword_arguments() (soft.computing.organize.SelfOrganize method) get_links() (soft.computing.blueprints.factory.SystematicDesignProcess method)

get_links_and_offsets() (soft.fuzzy.logic.controller.abstract.FuzzyLogicController method) get_most_recent_directory() (in module soft.utilities.functions) get_object_attributes() (in module soft.utilities.functions) get_params() (soft.computing.wrappers.d3rlpy.CustomEncoderFactory method) (soft.computing.wrappers.d3rlpy.CustomMeanQFunctionFactory method) (soft.computing.wrappers.d3rlpy.CustomPixelEncoderFactory method) get_subclass() (soft.fuzzy.sets.continuous.abstract.ContinuousFuzzySet static method) get_type() (soft.computing.wrappers.d3rlpy.CustomEncoderFactory static method) (soft.computing.wrappers.d3rlpy.CustomMeanQFunctionFactory static method) (soft.computing.wrappers.d3rlpy.CustomPixelEncoderFactory static method) gmeans_edges() (soft.computing.blueprints.factory.SystematicDesignProcess method) GranulationLayers (class in soft.fuzzy.logic.controller.abstract) GroupedFuzzySets (class in soft.fuzzy.sets.continuous.group) GroupedLinks (class in soft.fuzzy.logic.inference.linkage) GumbelSoftmax (class in soft.fuzzy.logic.inference.linkage)

H

hdbscan_edges() (soft.computing.blueprints.factory.SystematicDesignProcess method) hdbscan_wrapper() (in module soft.computing.wrappers.clustering)

height() (soft.fuzzy.relation.discrete.extension.SpecialFuzzySet method) (soft.fuzzy.sets.discrete.DiscreteFuzzySet method)

I

ignore_missing (soft.fuzzy.logic.controller.Engine attribute) implication (soft.fuzzy.logic.rules.Rule attribute) in_features() (soft.fuzzy.logic.controller.abstract.FuzzyLogicController method) independent() (soft.rough.information.operations.RoughOperations method) independent_of() (soft.rough.information.operations.RoughOperations method) index (soft.fuzzy.linguistic.summary.Query attribute) indiscernibility() (soft.rough.information.approximation.RoughApproximation method) induce_subgraph() (in module soft.fuzzy.logic.rules.reduction.frequent_yet_discernible.heuristic) infer() (soft.computing.wrappers.skorch.SoftRegressor method)

infer_from_activated_rules() (soft.fuzzy.logic.inference.engines.mamdani.MamdaniInference method) input (soft.fuzzy.logic.controller.abstract.GranulationLayers attribute) (soft.fuzzy.logic.controller.Mapping attribute) inputs (soft.fuzzy.logic.rules.LinguisticVariables attribute) install_r_packages() (in module soft.external.packages) intra_dimensions() (soft.computing.core.Core method) is_debugger_active() (in module soft.utilities.performance) is_q_reduct_of_p() (soft.rough.information.operations.RoughOperations method) is_y_reduct_of_f() (soft.rough.information.operations.RoughOperations method)

J

join() (soft.computing.threads.ComponentThread method)

K

knowledge_base() (soft.computing.blueprints.factory.SystematicDesignProcess static method)

KnowledgeBase (class in soft.computing.knowledge)

L

LabeledClusters (class in soft.fuzzy.unsupervised.cluster.online.ecm) labels (soft.fuzzy.unsupervised.cluster.online.ecm.LabeledClusters attribute) last_layer (soft.computing.wrappers.d3rlpy.CustomPixelEncoder property) latent_lockstep_edges() (soft.computing.blueprints.factory.SystematicDesignProcess method) latent_lockstep_method() (in module soft.fuzzy.logic.rules.creation.latent) latent_lockstep_method_helper() (in module soft.fuzzy.logic.rules.creation.latent) latent_space() (in module soft.fuzzy.logic.rules.creation.latent) length() (soft.fuzzy.linguistic.summary.Summary method) LinguisticVariables (class in soft.fuzzy.logic.rules) link_functions() (soft.computing.organize.SelfOrganize method) load() (soft.computing.knowledge.KnowledgeBase static method) (soft.fuzzy.sets.continuous.abstract.ContinuousFuzzySet class method) (soft.fuzzy.sets.continuous.group.GroupedFuzzySets class method)

load_and_override_default_configuration() (in module soft.utilities.reproducibility) load_configuration() (in module soft.utilities.reproducibility) load_datasets() (soft.datasets.RegressionDatasets method) load_from_openml_and_split() (in module soft.datasets) load_graph_edges() (soft.computing.knowledge.KnowledgeBase static method) load_openml_dataset() (soft.datasets.RegressionDatasets static method) load_params() (soft.computing.wrappers.skorch.SoftRegressor method) load_rkeel_dataset() (soft.datasets.RegressionDatasets method) LogGaussian (class in soft.fuzzy.sets.continuous.impl) LogisticCurve (class in soft.fuzzy.sets.continuous.impl) LogitLinks (class in soft.fuzzy.logic.inference.linkage) Lorentzian (class in soft.fuzzy.sets.continuous.impl) lower_approximation() (soft.rough.information.approximation.RoughApproximation method)

M

make_candidates() (soft.fuzzy.temporal.association.ftarm.FuzzyTemporalAssocationRuleMining method) make_candidates_inference_engine() (in module soft.fuzzy.temporal.association.ftarm) make_first_fuzzy_sets() (in module soft.fuzzy.unsupervised.granulation.online.clip) make_inference_engine() (in module soft.fuzzy.linguistic.summary) make_knowledge_base_edges() (soft.computing.blueprints.factory.SystematicDesignProcess method) make_q_net() (soft.fuzzy.reinforcement.policy.FuzzyDQNPolicy method) make_rule_matrix() (in module soft.fuzzy.logic.rules.reduction.rough_theory) make_subdirectory() (in module soft.computing.knowledge) Mamdani (class in soft.fuzzy.logic.controller.impl) MamdaniInference (class in soft.fuzzy.logic.inference.engines.mamdani) MamdaniProductInference (class in soft.fuzzy.logic.inference.engines.mamdani) Mapping (class in soft.fuzzy.logic.controller) mapping (soft.fuzzy.logic.controller.Specifications attribute) mask (soft.fuzzy.sets.continuous.abstract.ContinuousFuzzySet property) matrix() (soft.fuzzy.logic.controller.abstract.FuzzyLogicController method) matrix_helper() (soft.fuzzy.logic.controller.abstract.FuzzyLogicController method) max_starting_periods() (soft.fuzzy.temporal.association.ftarm.TemporalInformationTable method) max_terms (soft.fuzzy.logic.controller.SpaceConfiguration attribute) Membership (class in soft.fuzzy.sets.continuous.abstract) memory_efficient_distance_matrix() (in module soft.fuzzy.unsupervised.cluster.offline.empirical) Minimum (class in soft.fuzzy.relation.continuous.tnorm) minimum_discernibility_matrix() (soft.rough.information.decisions.RoughDecisions method) module soft soft.computing soft.computing.blueprints soft.computing.blueprints.computer_vision soft.computing.blueprints.factory soft.computing.blueprints.fyd soft.computing.blueprints.rule_analysis soft.computing.core soft.computing.hypercube soft.computing.knowledge soft.computing.organize soft.computing.threads soft.computing.wrappers soft.computing.wrappers.clustering soft.computing.wrappers.d3rlpy soft.computing.wrappers.fetchers soft.computing.wrappers.sb3 soft.computing.wrappers.skorch soft.computing.wrappers.temporal soft.crisp soft.crisp.autoencode soft.crisp.offline soft.crisp.offline.supervised soft.datasets soft.explain soft.external soft.external.packages soft.fuzzy soft.fuzzy.information soft.fuzzy.information.granulation soft.fuzzy.linguistic soft.fuzzy.linguistic.summary soft.fuzzy.logic soft.fuzzy.logic.controller soft.fuzzy.logic.controller.abstract soft.fuzzy.logic.controller.impl soft.fuzzy.logic.factory soft.fuzzy.logic.inference soft.fuzzy.logic.inference.abstract soft.fuzzy.logic.inference.engines soft.fuzzy.logic.inference.engines.mamdani soft.fuzzy.logic.inference.engines.tsk soft.fuzzy.logic.inference.linkage soft.fuzzy.logic.rules soft.fuzzy.logic.rules.anchors soft.fuzzy.logic.rules.creation soft.fuzzy.logic.rules.creation.common soft.fuzzy.logic.rules.creation.latent soft.fuzzy.logic.rules.creation.rough_compatibility soft.fuzzy.logic.rules.creation.wang_mendel soft.fuzzy.logic.rules.criteria soft.fuzzy.logic.rules.reduction soft.fuzzy.logic.rules.reduction.frequent_yet_discernible soft.fuzzy.logic.rules.reduction.frequent_yet_discernible.heuristic soft.fuzzy.logic.rules.reduction.frequent_yet_discernible.visualize soft.fuzzy.logic.rules.reduction.rough_theory soft.fuzzy.reinforcement soft.fuzzy.reinforcement.policy soft.fuzzy.relation soft.fuzzy.relation.continuous soft.fuzzy.relation.continuous.aggregation soft.fuzzy.relation.continuous.tnorm soft.fuzzy.relation.discrete soft.fuzzy.relation.discrete.complement soft.fuzzy.relation.discrete.extension soft.fuzzy.relation.discrete.snorm soft.fuzzy.relation.discrete.tnorm soft.fuzzy.sets soft.fuzzy.sets.continuous soft.fuzzy.sets.continuous.abstract soft.fuzzy.sets.continuous.group soft.fuzzy.sets.continuous.impl soft.fuzzy.sets.discrete soft.fuzzy.temporal soft.fuzzy.temporal.association soft.fuzzy.temporal.association.ftarm soft.fuzzy.unsupervised soft.fuzzy.unsupervised.cluster soft.fuzzy.unsupervised.cluster.offline soft.fuzzy.unsupervised.cluster.offline.empirical soft.fuzzy.unsupervised.cluster.online soft.fuzzy.unsupervised.cluster.online.ecm soft.fuzzy.unsupervised.granulation soft.fuzzy.unsupervised.granulation.offline soft.fuzzy.unsupervised.granulation.offline.expert soft.fuzzy.unsupervised.granulation.online soft.fuzzy.unsupervised.granulation.online.clip soft.rough soft.rough.information soft.rough.information.approximation soft.rough.information.decisions soft.rough.information.granulation soft.rough.information.operations soft.utilities soft.utilities.functions soft.utilities.performance soft.utilities.reproducibility

module_parameters() (soft.computing.wrappers.skorch.SoftRegressor method) most_quantifier() (in module soft.fuzzy.linguistic.summary) multimodal_density() (in module soft.fuzzy.unsupervised.cluster.offline.empirical) MultimodalDensity (class in soft.fuzzy.unsupervised.cluster.offline.empirical)

N

name (soft.datasets.RegressionDatasetConfig attribute) negative_region() (soft.rough.information.approximation.RoughApproximation method)

no_rules_edges() (soft.computing.blueprints.factory.SystematicDesignProcess method) number_of_rules (soft.fuzzy.logic.controller.Specifications attribute)

O

observation_shape (soft.computing.wrappers.d3rlpy.CustomPixelEncoder property) OrderedWeightedAveraging (class in soft.fuzzy.relation.continuous.aggregation) orness() (soft.fuzzy.relation.continuous.aggregation.OrderedWeightedAveraging method)

out_features() (soft.fuzzy.logic.controller.abstract.FuzzyLogicController method) output (soft.fuzzy.logic.controller.abstract.GranulationLayers attribute) (soft.fuzzy.logic.controller.Mapping attribute) overall_summary_membership() (soft.fuzzy.linguistic.summary.Summary method)

P

parse_configuration() (in module soft.utilities.reproducibility) parse_reduced_rules() (in module soft.fuzzy.logic.rules.reduction.rough_theory) parse_vertex_attributes() (soft.computing.knowledge.KnowledgeBase static method) partial_depends_on() (soft.rough.information.operations.RoughOperations method) partitioning() (in module soft.fuzzy.unsupervised.granulation) partitioning_helper() (in module soft.fuzzy.unsupervised.granulation) path_to_project_root() (in module soft.utilities.reproducibility) performance_boost() (in module soft.utilities.performance) persistable_edges() (soft.computing.blueprints.factory.SystematicDesignProcess method) persistable_wrapper() (in module soft.computing.wrappers.clustering) plot() (soft.fuzzy.sets.discrete.BaseDiscreteFuzzySet method) (soft.fuzzy.sets.discrete.FuzzyVariable method)

plot_after_fyd_rule_deletion() (in module soft.fuzzy.logic.rules.reduction.frequent_yet_discernible.visualize) plot_after_fyd_terms_deletion() (in module soft.fuzzy.logic.rules.reduction.frequent_yet_discernible.visualize) plot_attributions() (soft.explain.SoftExplainer static method) plot_before_fyd() (in module soft.fuzzy.logic.rules.reduction.frequent_yet_discernible.visualize) plot_before_fyd_rule_deletion() (in module soft.fuzzy.logic.rules.reduction.frequent_yet_discernible.visualize) plot_before_fyd_terms_deletion() (in module soft.fuzzy.logic.rules.reduction.frequent_yet_discernible.visualize) positive_region() (soft.rough.information.approximation.RoughApproximation method) powerset() (in module soft.utilities.functions) predict() (soft.fuzzy.logic.controller.abstract.FuzzyLogicController method) premise (soft.fuzzy.logic.rules.Rule attribute) premises() (soft.fuzzy.logic.controller.abstract.FuzzyLogicController method) prune() (soft.fuzzy.sets.continuous.group.GroupedFuzzySets method)

Q

q_net (soft.fuzzy.reinforcement.policy.FuzzyDQNPolicy attribute) q_net_target (soft.fuzzy.reinforcement.policy.FuzzyDQNPolicy attribute)

quality_of_approximation() (soft.rough.information.approximation.RoughApproximation method) Query (class in soft.fuzzy.linguistic.summary)

R

recognized_callables() (soft.computing.knowledge.KnowledgeBase static method) reduce_fuzzy_logic_rules (soft.computing.blueprints.factory.SystematicDesignProcess attribute) reduce_fuzzy_logic_rules_with_rough_sets() (in module soft.fuzzy.logic.rules.reduction.rough_theory) reduce_partitioning() (in module soft.fuzzy.unsupervised.cluster.offline.empirical) reduced_rules() (soft.computing.blueprints.factory.SystematicDesignProcess static method) register() (soft.computing.blueprints.factory.AlgorithmFamily method) RegressionDatasetConfig (class in soft.datasets) RegressionDatasets (class in soft.datasets) RegressionImageFolder (class in soft.datasets) regulator() (in module soft.utilities.functions) relevant_transactions() (soft.fuzzy.temporal.association.ftarm.TemporalInformationTable method) remove() (soft.computing.knowledge.KnowledgeBase method)

remove_redundant_attributes() (soft.rough.information.decisions.RoughDecisions method) reshape_parameters() (soft.fuzzy.sets.continuous.abstract.ContinuousFuzzySet method) RoughApproximation (class in soft.rough.information.approximation) RoughDecisions (class in soft.rough.information.decisions) RoughGranulation (class in soft.rough.information.granulation) roughly_equal() (soft.rough.information.approximation.RoughApproximation method) roughly_included() (soft.rough.information.approximation.RoughApproximation method) roughness() (soft.rough.information.approximation.RoughApproximation method) RoughOperations (class in soft.rough.information.operations) Rule (class in soft.fuzzy.logic.rules) rule_activation() (soft.fuzzy.logic.inference.engines.tsk.TSKInference method) rules() (soft.computing.blueprints.factory.SystematicDesignProcess static method) run() (soft.computing.threads.ComponentThread method)

S

save() (soft.computing.knowledge.KnowledgeBase method) (soft.fuzzy.sets.continuous.abstract.ContinuousFuzzySet method) (soft.fuzzy.sets.continuous.group.GroupedFuzzySets method) save_granules() (soft.computing.knowledge.KnowledgeBase method) save_model_and_data() (in module soft.computing.wrappers.sb3) scalar_cardinality() (soft.fuzzy.temporal.association.ftarm.FuzzyTemporalAssocationRuleMining method) select_prototypes() (in module soft.fuzzy.unsupervised.cluster.offline.empirical) SelectOutputWrapper (class in soft.explain) SelfOrganize (class in soft.computing.organize) set_granules() (soft.computing.core.Core method) set_rng() (in module soft.utilities.reproducibility) setup_from_config() (in module soft.crisp.offline.supervised) sigmas (soft.fuzzy.sets.continuous.impl.LogGaussian property) (soft.fuzzy.sets.continuous.impl.Lorentzian property) simplify_decision_table() (soft.rough.information.decisions.RoughDecisions method) soft module soft.computing module soft.computing.blueprints module soft.computing.blueprints.computer_vision module soft.computing.blueprints.factory module soft.computing.blueprints.fyd module soft.computing.blueprints.rule_analysis module soft.computing.core module soft.computing.hypercube module soft.computing.knowledge module soft.computing.organize module soft.computing.threads module soft.computing.wrappers module soft.computing.wrappers.clustering module soft.computing.wrappers.d3rlpy module soft.computing.wrappers.fetchers module soft.computing.wrappers.sb3 module soft.computing.wrappers.skorch module soft.computing.wrappers.temporal module soft.crisp module soft.crisp.autoencode module soft.crisp.offline module soft.crisp.offline.supervised module soft.datasets module soft.explain module soft.external module soft.external.packages module soft.fuzzy module soft.fuzzy.information module soft.fuzzy.information.granulation module soft.fuzzy.linguistic module soft.fuzzy.linguistic.summary module soft.fuzzy.logic module soft.fuzzy.logic.controller module soft.fuzzy.logic.controller.abstract module soft.fuzzy.logic.controller.impl module soft.fuzzy.logic.factory module soft.fuzzy.logic.inference module soft.fuzzy.logic.inference.abstract module soft.fuzzy.logic.inference.engines module soft.fuzzy.logic.inference.engines.mamdani module soft.fuzzy.logic.inference.engines.tsk module soft.fuzzy.logic.inference.linkage module soft.fuzzy.logic.rules module soft.fuzzy.logic.rules.anchors module soft.fuzzy.logic.rules.creation module soft.fuzzy.logic.rules.creation.common module soft.fuzzy.logic.rules.creation.latent module soft.fuzzy.logic.rules.creation.rough_compatibility module

soft.fuzzy.logic.rules.creation.wang_mendel module soft.fuzzy.logic.rules.criteria module soft.fuzzy.logic.rules.reduction module soft.fuzzy.logic.rules.reduction.frequent_yet_discernible module soft.fuzzy.logic.rules.reduction.frequent_yet_discernible.heuristic module soft.fuzzy.logic.rules.reduction.frequent_yet_discernible.visualize module soft.fuzzy.logic.rules.reduction.rough_theory module soft.fuzzy.reinforcement module soft.fuzzy.reinforcement.policy module soft.fuzzy.relation module soft.fuzzy.relation.continuous module soft.fuzzy.relation.continuous.aggregation module soft.fuzzy.relation.continuous.tnorm module soft.fuzzy.relation.discrete module soft.fuzzy.relation.discrete.complement module soft.fuzzy.relation.discrete.extension module soft.fuzzy.relation.discrete.snorm module soft.fuzzy.relation.discrete.tnorm module soft.fuzzy.sets module soft.fuzzy.sets.continuous module soft.fuzzy.sets.continuous.abstract module soft.fuzzy.sets.continuous.group module soft.fuzzy.sets.continuous.impl module soft.fuzzy.sets.discrete module soft.fuzzy.temporal module soft.fuzzy.temporal.association module soft.fuzzy.temporal.association.ftarm module soft.fuzzy.unsupervised module soft.fuzzy.unsupervised.cluster module soft.fuzzy.unsupervised.cluster.offline module soft.fuzzy.unsupervised.cluster.offline.empirical module soft.fuzzy.unsupervised.cluster.online module soft.fuzzy.unsupervised.cluster.online.ecm module soft.fuzzy.unsupervised.granulation module soft.fuzzy.unsupervised.granulation.offline module soft.fuzzy.unsupervised.granulation.offline.expert module soft.fuzzy.unsupervised.granulation.online module soft.fuzzy.unsupervised.granulation.online.clip module soft.rough module soft.rough.information module soft.rough.information.approximation module soft.rough.information.decisions module soft.rough.information.granulation module soft.rough.information.operations module soft.utilities module soft.utilities.functions module soft.utilities.performance module soft.utilities.reproducibility module SoftExplainer (class in soft.explain) SoftRegressor (class in soft.computing.wrappers.skorch) SpaceConfiguration (class in soft.fuzzy.logic.controller) sparse (soft.fuzzy.logic.controller.Specifications attribute) SpecialFuzzySet (class in soft.fuzzy.relation.discrete.extension) Specifications (class in soft.fuzzy.logic.controller) split() (soft.fuzzy.sets.continuous.abstract.ContinuousFuzzySet method) split_by_variables() (soft.fuzzy.sets.continuous.abstract.ContinuousFuzzySet method) stack() (soft.fuzzy.sets.continuous.abstract.ContinuousFuzzySet static method) standard_complement() (in module soft.fuzzy.relation.discrete.complement) StandardIntersection (class in soft.fuzzy.relation.discrete.tnorm) StandardUnion (class in soft.fuzzy.relation.discrete.snorm) start() (soft.computing.organize.SelfOrganize method) sum_and_normalize() (soft.explain.SoftExplainer static method) summarizer_membership() (soft.fuzzy.linguistic.summary.Summary method) Summary (class in soft.fuzzy.linguistic.summary) SupervisedDataset (class in soft.datasets) SystematicDesignProcess (class in soft.computing.blueprints.factory)

T

t_norm (soft.fuzzy.logic.controller.Specifications attribute) target_names (soft.datasets.RegressionDatasetConfig attribute) targets (soft.fuzzy.logic.rules.LinguisticVariables attribute) TemporalInformationTable (class in soft.fuzzy.temporal.association.ftarm) term (soft.fuzzy.linguistic.summary.Query attribute) TimeDistributed (class in soft.computing.wrappers.temporal)

train() (in module soft.crisp.offline.supervised) Triangular (class in soft.fuzzy.sets.continuous.impl) TSKInference (class in soft.fuzzy.logic.inference.engines.tsk) ttsas_edges() (soft.computing.blueprints.factory.SystematicDesignProcess method) two_threshold_sequential_algorithmic_scheme_wrapper() (in module soft.computing.wrappers.clustering) type (soft.fuzzy.logic.controller.Engine attribute)

U

uniques (soft.fuzzy.unsupervised.cluster.offline.empirical.MultimodalDensity attribute) universe (soft.computing.core.Core property)

update_neighbor_sigma() (in module soft.fuzzy.unsupervised.granulation.online.clip) upper_approximation() (soft.rough.information.approximation.RoughApproximation method)

V

var_dimensions() (soft.computing.core.Core method)

vision_knowledge_base() (in module soft.computing.blueprints.computer_vision) visualize_lattice() (soft.fuzzy.temporal.association.ftarm.FuzzyTemporalAssocationRuleMining method)

W

WandbEpochScoring (class in soft.computing.wrappers.skorch) wang_mendel_edges() (soft.computing.blueprints.factory.SystematicDesignProcess method)

wang_mendel_method() (in module soft.fuzzy.logic.rules.creation.wang_mendel) wang_mendel_method_helper() (in module soft.fuzzy.logic.rules.creation.wang_mendel)

Y

y_dispensable() (soft.rough.information.operations.RoughOperations method)

y_independent() (soft.rough.information.operations.RoughOperations method)

Z

ZeroOrderTSK (class in soft.fuzzy.logic.controller.impl)