Index

_

__add__() (ontolearn.nero_utils.ClassExpression method) __and__() (ontolearn.learners.spell_kit.o2p_ontology.Expression method) (ontolearn.learners.spell_kit.o2p_ontology.Intersection method) __call__() (ontolearn.verbalizer.LLMVerbalizer method) __contains__() (ontolearn.nero_utils.SearchTree method) __delattr__() (ontolearn.search.SuperProp method) __eq__() (ontolearn.search.HeuristicOrderedNode method) (ontolearn.search.LengthOrderedNode method) (ontolearn.search.QualityOrderedNode method) (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) (ontolearn.value_splitter.Split method) __getattr__() (ontolearn.search.SuperProp method) __getitem__() (ontolearn.abstracts.DRILLAbstractTree method) (ontolearn.data_struct.CLIPDataset method) (ontolearn.data_struct.CLIPDatasetInference method) (ontolearn.data_struct.NCESDataset method) (ontolearn.data_struct.NCESDatasetInference method) (ontolearn.data_struct.PrepareBatchOfPrediction method) (ontolearn.data_struct.PrepareBatchOfTraining method) (ontolearn.data_struct.ROCESDataset method) (ontolearn.data_struct.ROCESDatasetInference method) (ontolearn.data_struct.TriplesDataset method) __gt__() (ontolearn.search.RL_State method) __hash__() (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) __iter__() (ontolearn.abstracts.DRILLAbstractTree method) (ontolearn.binders.PredictedConcept method) (ontolearn.learners.spell_kit.o2p_ontology.Ontology method) (ontolearn.nero_utils.SearchTree method) __len__() (ontolearn.abstracts.DRILLAbstractTree method) (ontolearn.data_struct.CLIPDataset method) (ontolearn.data_struct.CLIPDatasetInference method) (ontolearn.data_struct.Experience method) (ontolearn.data_struct.NCESDataset method) (ontolearn.data_struct.NCESDatasetInference method) (ontolearn.data_struct.PrepareBatchOfPrediction method) (ontolearn.data_struct.PrepareBatchOfTraining method) (ontolearn.data_struct.ROCESDataset method) (ontolearn.data_struct.ROCESDatasetInference method) (ontolearn.data_struct.TriplesDataset method) (ontolearn.learners.spell_kit.o2p_ontology.Ontology method) (ontolearn.nero_utils.SearchTree method) __lshift__() (ontolearn.learners.spell_kit.o2p_ontology.Expression method) __lt__() (ontolearn.nero_utils.ClassExpression method) (ontolearn.nero_utils.State method) (ontolearn.nero_utils.TargetClassExpression method) (ontolearn.search.HeuristicOrderedNode method) (ontolearn.search.LengthOrderedNode method) (ontolearn.search.QualityOrderedNode method) (ontolearn.search.RL_State method) (ontolearn.value_splitter.Split method) __mul__() (ontolearn.nero_utils.ClassExpression method) __repr__() (ontolearn.abstracts.AbstractNode method) (ontolearn.concept_abstract_syntax_tree.And method) (ontolearn.concept_abstract_syntax_tree.Atoms method) (ontolearn.concept_abstract_syntax_tree.Cardinality method) (ontolearn.concept_abstract_syntax_tree.Exists method) (ontolearn.concept_abstract_syntax_tree.Forall method) (ontolearn.concept_abstract_syntax_tree.Not method) (ontolearn.concept_abstract_syntax_tree.Or method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.learners.NERO method) (ontolearn.learners.nero.NERO method) (ontolearn.learners.spell_kit.o2p_ontology.OntologyObject method) (ontolearn.nero_utils.ClassExpression method) (ontolearn.nero_utils.Role method) (ontolearn.nero_utils.TargetClassExpression method) (ontolearn.tentris.EncodedPosNegLPStandardTentris method) (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) __setattr__() (ontolearn.search.SuperProp method) __setitem__() (ontolearn.abstracts.DRILLAbstractTree method) __slots__ (ontolearn.abstracts.AbstractConceptNode attribute) (ontolearn.abstracts.AbstractFitness attribute) (ontolearn.abstracts.AbstractHeuristic attribute) (ontolearn.abstracts.AbstractLearningProblem attribute) (ontolearn.abstracts.AbstractNode attribute) (ontolearn.abstracts.AbstractOEHeuristicNode attribute) (ontolearn.abstracts.AbstractScorer attribute) (ontolearn.abstracts.BaseRefinement attribute) (ontolearn.abstracts.EncodedLearningProblem attribute) (ontolearn.abstracts.EncodedPosNegLPStandardKind attribute) (ontolearn.ea_algorithms.AbstractEvolutionaryAlgorithm attribute) (ontolearn.ea_algorithms.BaseEvolutionaryAlgorithm attribute) (ontolearn.ea_algorithms.EASimple attribute) (ontolearn.ea_algorithms.MultiPopulation attribute) (ontolearn.ea_algorithms.RegularizedEvolution attribute) (ontolearn.ea_initialization.AbstractEAInitialization attribute) (ontolearn.ea_initialization.EARandomInitialization attribute) (ontolearn.ea_initialization.EARandomWalkInitialization attribute) (ontolearn.ea_utils.PrimitiveFactory attribute) (ontolearn.fitness_functions.LinearPressureFitness attribute) (ontolearn.heuristics.CELOEHeuristic attribute) (ontolearn.heuristics.DLFOILHeuristic attribute) (ontolearn.heuristics.OCELHeuristic attribute) (ontolearn.learners.ALCSAT attribute) (ontolearn.learners.alcsat.ALCSAT attribute) (ontolearn.learners.base.BaseConceptLearner attribute) (ontolearn.learners.base.RefinementBasedConceptLearner attribute) (ontolearn.learners.BaseConceptLearner attribute) (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.EvoLearner attribute) (ontolearn.learners.evolearner.EvoLearner attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) (ontolearn.learners.RefinementBasedConceptLearner attribute) (ontolearn.learners.sat_base.SATBaseLearner attribute) (ontolearn.learners.sparql_query_learner.SPARQLQueryLearner attribute) (ontolearn.learners.SPARQLQueryLearner attribute) (ontolearn.learners.SPELL attribute) (ontolearn.learners.spell.SPELL attribute) (ontolearn.learning_problem.EncodedPosNegLPStandard attribute) (ontolearn.learning_problem.PosNegLPStandard attribute) (ontolearn.metrics.Accuracy attribute) (ontolearn.metrics.F1 attribute) (ontolearn.metrics.Precision attribute) (ontolearn.metrics.Recall attribute) (ontolearn.metrics.WeightedAccuracy attribute) (ontolearn.refinement_operators.ExpressRefinement attribute) (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) (ontolearn.search.EvaluatedConcept attribute) (ontolearn.search.EvoLearnerNode attribute) (ontolearn.search.HeuristicOrderedNode attribute) (ontolearn.search.LBLNode attribute) (ontolearn.search.LengthOrderedNode attribute) (ontolearn.search.NCESNode attribute) (ontolearn.search.Node attribute) (ontolearn.search.OENode attribute) (ontolearn.search.QualityOrderedNode attribute) (ontolearn.search.RL_State attribute) (ontolearn.search.TreeNode attribute) (ontolearn.tentris.EncodedPosNegLPStandardTentris attribute) (ontolearn.tentris.EvaluatedConceptTentris attribute) (ontolearn.tentris.TentrisKnowledgeBase attribute) (ontolearn.tentris.TentrisOntology attribute) (ontolearn.tentris.TentrisReasoner attribute) (ontolearn.value_splitter.AbstractValueSplitter attribute) (ontolearn.value_splitter.BinningValueSplitter attribute) (ontolearn.value_splitter.EntropyValueSplitter attribute)

__str__() (ontolearn.abstracts.AbstractNode method) (ontolearn.learners.NERO method) (ontolearn.learners.nero.NERO method) (ontolearn.learners.spell_kit.o2p_ontology.ClassIdentifier method) (ontolearn.learners.spell_kit.o2p_ontology.Complement method) (ontolearn.learners.spell_kit.o2p_ontology.DisjointWith method) (ontolearn.learners.spell_kit.o2p_ontology.EquivalentClass method) (ontolearn.learners.spell_kit.o2p_ontology.Intersection method) (ontolearn.learners.spell_kit.o2p_ontology.ObjectProperty method) (ontolearn.learners.spell_kit.o2p_ontology.OneOf method) (ontolearn.learners.spell_kit.o2p_ontology.PropertyReference method) (ontolearn.learners.spell_kit.o2p_ontology.Restriction method) (ontolearn.learners.spell_kit.o2p_ontology.SubClassOf method) (ontolearn.learners.spell_kit.o2p_ontology.SubProperty method) (ontolearn.learners.spell_kit.o2p_ontology.Thing method) (ontolearn.learners.spell_kit.o2p_ontology.TopClass method) (ontolearn.learners.spell_kit.o2p_ontology.Union method) (ontolearn.nero_utils.ClassExpression method) (ontolearn.nero_utils.Role method) (ontolearn.nero_utils.State method) (ontolearn.nero_utils.TargetClassExpression method) (ontolearn.search.EvoLearnerNode method) (ontolearn.search.NCESNode method) (ontolearn.search.Node method) (ontolearn.search.OENode method) (ontolearn.search.RL_State method) (ontolearn.triple_store.TripleStore method) __version__ (in module ontolearn) _best_hypothesis (ontolearn.learners.ALCSAT attribute) (ontolearn.learners.alcsat.ALCSAT attribute) (ontolearn.learners.SPELL attribute) (ontolearn.learners.spell.SPELL attribute) _best_hypothesis_accuracy (ontolearn.learners.ALCSAT attribute) (ontolearn.learners.alcsat.ALCSAT attribute) (ontolearn.learners.SPELL attribute) (ontolearn.learners.spell.SPELL attribute) _ind_to_owl (ontolearn.learners.ALCSAT attribute) (ontolearn.learners.alcsat.ALCSAT attribute) (ontolearn.learners.SPELL attribute) (ontolearn.learners.spell.SPELL attribute) _number_of_tested_concepts (ontolearn.learners.base.BaseConceptLearner attribute) (ontolearn.learners.base.RefinementBasedConceptLearner attribute) (ontolearn.learners.BaseConceptLearner attribute) (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.EvoLearner attribute) (ontolearn.learners.evolearner.EvoLearner attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) (ontolearn.learners.RefinementBasedConceptLearner attribute) _owl_to_ind (ontolearn.learners.ALCSAT attribute) (ontolearn.learners.alcsat.ALCSAT attribute) (ontolearn.learners.SPELL attribute) (ontolearn.learners.spell.SPELL attribute) _structure (ontolearn.learners.ALCSAT attribute) (ontolearn.learners.alcsat.ALCSAT attribute) (ontolearn.learners.SPELL attribute) (ontolearn.learners.spell.SPELL attribute)

A

A (ontolearn.learners.spell_kit.fitting_alc.FittingALC attribute) (ontolearn.learners.spell_kit.structures.ABoxBuilder attribute) abox() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) ABoxBuilder (class in ontolearn.learners.spell_kit.structures) AbstractConceptNode (class in ontolearn.abstracts) AbstractEAInitialization (class in ontolearn.ea_initialization) AbstractEvolutionaryAlgorithm (class in ontolearn.ea_algorithms) AbstractFitness (class in ontolearn.abstracts) AbstractHeuristic (class in ontolearn.abstracts) AbstractKnowledgeBase (class in ontolearn.abstracts) AbstractLearningProblem (class in ontolearn.abstracts) AbstractNode (class in ontolearn.abstracts) AbstractOEHeuristicNode (class in ontolearn.abstracts) AbstractScorer (class in ontolearn.abstracts) AbstractValueSplitter (class in ontolearn.value_splitter) acc() (in module ontolearn.quality_funcs) access_times (ontolearn.semantic_caching.CacheWithEviction attribute) Accuracy (class in ontolearn.metrics) accuracy_method (ontolearn.heuristics.OCELHeuristic attribute) add() (ontolearn.abstracts.DRILLAbstractTree method) (ontolearn.search.DRILLSearchTreePriorityQueue method) (ontolearn.search.SearchTreePriorityQueue method) add_axiom() (ontolearn.triple_store.TripleStoreOntology method) add_axiom1() (ontolearn.learners.spell_kit.structures.TBox method) add_axiom2() (ontolearn.learners.spell_kit.structures.TBox method) add_axiom3() (ontolearn.learners.spell_kit.structures.TBox method) add_axiom4() (ontolearn.learners.spell_kit.structures.TBox method) add_child() (ontolearn.search.LBLNode method) add_data_values() (ontolearn.base_nces.BaseNCES method) add_node() (ontolearn.abstracts.LBLSearchTree method) (ontolearn.search.SearchTreePriorityQueue method) add_ns() (in module ontolearn.learners.spell_kit.structures) add_property() (ontolearn.learners.spell_kit.o2p_ontology.Ontology method) add_range_restriction() (ontolearn.learners.spell_kit.structures.TBox method) add_role_inc() (ontolearn.learners.spell_kit.structures.TBox method) add_root() (ontolearn.abstracts.LBLSearchTree method) (ontolearn.search.SearchTreePriorityQueue method) add_rule() (ontolearn.learners.spell_kit.o2p_ontology.Ontology method) ALC_OP (in module ontolearn.learners.spell_kit.fitting_alc) ALC_OP_B (in module ontolearn.learners.spell_kit.fitting_alc) ALCSAT (class in ontolearn.learners) (class in ontolearn.learners.alcsat) algorithm (ontolearn.learners.EvoLearner attribute), [1] (ontolearn.learners.evolearner.EvoLearner attribute), [1] ALL (in module ontolearn.learners.spell_kit.fitting_alc)

all (ontolearn.learning_problem.PosNegLPStandard attribute) all_data_property_values() (ontolearn.triple_store.TripleStoreReasoner method) all_individuals (ontolearn.base_nces.BaseNCES attribute) all_trees() (in module ontolearn.learners.spell_kit.fitting_alc) AllValues (class in ontolearn.learners.spell_kit.o2p_ontology) alpha (ontolearn.heuristics.CeloeBasedReward attribute) And (class in ontolearn.concept_abstract_syntax_tree) AND (in module ontolearn.learners.spell_kit.fitting_alc) api_key (ontolearn.verbalizer.LLMVerbalizer attribute) app (in module ontolearn.scripts.run) append() (ontolearn.data_struct.Experience method) apply() (ontolearn.abstracts.AbstractFitness method) (ontolearn.abstracts.AbstractHeuristic method) (ontolearn.abstracts.AbstractScorer method) (ontolearn.fitness_functions.LinearPressureFitness method) (ontolearn.heuristics.CeloeBasedReward method) (ontolearn.heuristics.CELOEHeuristic method) (ontolearn.heuristics.DLFOILHeuristic method) (ontolearn.heuristics.OCELHeuristic method) (ontolearn.learners.drill.DrillHeuristic method) apply_refinement() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) apply_rho() (ontolearn.lp_generator.helper_classes.ConceptDescriptionGenerator method) apply_rho_on_rl_state() (ontolearn.learning_problem_generator.LearningProblemGenerator method) apply_TSNE_on_df() (in module ontolearn.utils) are_owl_concept_disjoint() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) args (in module ontolearn.scripts.run) assert_class_expression_type() (in module ontolearn.utils.static_funcs) assertion_path_isfile() (in module ontolearn.utils) assign_embeddings() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) async_client (ontolearn.tentris.TentrisKnowledgeBase attribute) atom_concepts_with_negation (ontolearn.concept_abstract_syntax_tree.ConceptAbstractSyntaxTreeBuilder attribute) atomic_concept_names (ontolearn.base_nces.BaseNCES attribute) (ontolearn.lp_generator.helper_classes.KB2Data attribute) (ontolearn.lp_generator.KB2Data attribute) (ontolearn.nces_utils.SimpleSolution attribute) atomic_expression (ontolearn.nero_utils.ComplementOfAtomicExpression attribute) AtomicExpression (class in ontolearn.nero_utils) Atoms (class in ontolearn.concept_abstract_syntax_tree) attr_about (in module ontolearn.learners.spell_kit.structures) attr_datatype (in module ontolearn.learners.spell_kit.structures) attr_resource (in module ontolearn.learners.spell_kit.structures) attributes_sanity_checking_rl() (ontolearn.learners.drill.DepthAbstractDrill method) auto_train (ontolearn.base_nces.BaseNCES attribute)

B

balance_flatten_parentheses() (ontolearn.concept_abstract_syntax_tree.ConceptAbstractSyntaxTreeBuilder method) balanced_n_sampled_lp() (ontolearn.learning_problem_generator.LearningProblemGenerator method) balanced_sets() (in module ontolearn.utils) base_algorithm (ontolearn.ea_algorithms.MultiPopulation attribute) BaseConceptLearner (class in ontolearn.learners) (class in ontolearn.learners.base) BaseEvolutionaryAlgorithm (class in ontolearn.ea_algorithms) BaseNCES (class in ontolearn.base_nces) BaseRefinement (class in ontolearn.abstracts) batch_size (ontolearn.base_nces.BaseNCES attribute) (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) (ontolearn.learners.NERO attribute) (ontolearn.learners.nero.NERO attribute) (ontolearn.nces_trainer.NCESTrainer attribute) bcolors (class in ontolearn.learners.spell_kit.fitting_alc) before_pad() (in module ontolearn.nces_trainer) best_descriptions (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) best_hypotheses() (ontolearn.abstracts.DRILLAbstractTree method) (ontolearn.binders.DLLearnerBinder method) (ontolearn.executor.Trainer method) (ontolearn.learners.base.BaseConceptLearner method) (ontolearn.learners.BaseConceptLearner method) (ontolearn.learners.CELOE method) (ontolearn.learners.celoe.CELOE method) (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) (ontolearn.learners.EvoLearner method) (ontolearn.learners.evolearner.EvoLearner method) (ontolearn.learners.NCES method) (ontolearn.learners.nces.NCES method) (ontolearn.learners.NCES2 method) (ontolearn.learners.nces2.NCES2 method) (ontolearn.learners.TDL method) (ontolearn.learners.tree_learner.TDL method)

best_hypothesis() (ontolearn.binders.DLLearnerBinder method) (ontolearn.learners.NERO method) (ontolearn.learners.nero.NERO method) (ontolearn.learners.sat_base.SATBaseLearner method) best_hypothesis_accuracy() (ontolearn.learners.sat_base.SATBaseLearner method) best_hypothesis_quality() (ontolearn.learners.NERO method) (ontolearn.learners.nero.NERO method) best_only (ontolearn.learners.CELOE attribute), [1] (ontolearn.learners.celoe.CELOE attribute), [1] (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) best_predictions (ontolearn.base_nces.BaseNCES attribute) (ontolearn.binders.DLLearnerBinder attribute) beta (ontolearn.heuristics.CeloeBasedReward attribute) beyond_alc (ontolearn.lp_generator.helper_classes.KB2Data attribute) (ontolearn.lp_generator.KB2Data attribute) binary_ops (ontolearn.concept_abstract_syntax_tree.ConceptAbstractSyntaxTreeBuilder attribute) binary_path (ontolearn.binders.DLLearnerBinder attribute) BinningValueSplitter (class in ontolearn.value_splitter) bn (ontolearn.nces_architectures.GRU attribute) (ontolearn.nces_architectures.LSTM attribute) bn_conv1 (ontolearn.nces_modules.ConEx attribute) bn_conv2 (ontolearn.nces_modules.ConEx attribute) bn_ent_i (ontolearn.nces_modules.ConEx attribute) bn_ent_real (ontolearn.nces_modules.ConEx attribute) bn_rel_i (ontolearn.nces_modules.ConEx attribute) bn_rel_real (ontolearn.nces_modules.ConEx attribute) BOLD (ontolearn.learners.spell_kit.fitting_alc.bcolors attribute) boost (ontolearn.ea_algorithms.MultiPopulation attribute) BOT (in module ontolearn.learners.spell_kit.fitting_alc)

C

cache (ontolearn.semantic_caching.CacheWithEviction attribute) cache_size (ontolearn.semantic_caching.CacheWithEviction attribute) cache_structure (ontolearn.learners.sat_base.SATBaseLearner attribute) CacheWithEviction (class in ontolearn.semantic_caching) calculate_min_max (ontolearn.learners.CELOE attribute), [1] (ontolearn.learners.celoe.CELOE attribute), [1] (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) CARD_EXACT (ontolearn.ea_utils.OperatorVocabulary attribute) card_limit (ontolearn.learners.EvoLearner attribute), [1] (ontolearn.learners.evolearner.EvoLearner attribute), [1] (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) CARD_MAX (ontolearn.ea_utils.OperatorVocabulary attribute) CARD_MIN (ontolearn.ea_utils.OperatorVocabulary attribute) Cardinality (class in ontolearn.concept_abstract_syntax_tree) (class in ontolearn.learners.spell_kit.o2p_ontology) cardinals (ontolearn.concept_abstract_syntax_tree.ConceptAbstractSyntaxTreeBuilder attribute) cbd_mapping (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) cel() (in module ontolearn.scripts.run) CELOE (class in ontolearn.learners) (class in ontolearn.learners.celoe) CeloeBasedReward (class in ontolearn.heuristics) CELOEHeuristic (class in ontolearn.heuristics) check_implicit_cycle() (ontolearn.learners.spell_kit.o2p_ontology.Ontology method) child (ontolearn.learners.spell_kit.o2p_ontology.Complement attribute) children (ontolearn.learners.spell_kit.fitting_alc.STreeNode attribute) (ontolearn.learners.spell_kit.o2p_ontology.Intersection attribute) (ontolearn.learners.spell_kit.o2p_ontology.OneOf attribute) (ontolearn.learners.spell_kit.o2p_ontology.Union attribute) (ontolearn.search.LBLNode property) (ontolearn.search.TreeNode attribute) classes_in_signature() (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStore method) (ontolearn.triple_store.TripleStoreOntology method) ClassExpression (class in ontolearn.nero_utils) ClassIdentifier (class in ontolearn.learners.spell_kit.o2p_ontology) classification_report (ontolearn.learners.TDL property) (ontolearn.learners.tree_learner.TDL property) clean() (ontolearn.abstracts.DRILLAbstractTree method) (ontolearn.abstracts.LBLSearchTree method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.learners.base.BaseConceptLearner method) (ontolearn.learners.BaseConceptLearner method) (ontolearn.learners.CELOE method) (ontolearn.learners.celoe.CELOE method) (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) (ontolearn.learners.EvoLearner method) (ontolearn.learners.evolearner.EvoLearner method) (ontolearn.learners.sat_base.SATBaseLearner method) (ontolearn.search.DRILLSearchTreePriorityQueue method) (ontolearn.search.SearchTreePriorityQueue method) clear() (ontolearn.data_struct.Experience method) clf (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) CLIP (class in ontolearn.learners) (class in ontolearn.learners.clip) clip (ontolearn.clip_trainer.CLIPTrainer attribute) clip_value (ontolearn.base_nces.BaseNCES attribute) (ontolearn.clip_trainer.CLIPTrainer attribute) (ontolearn.nces_trainer.NCESTrainer attribute) CLIPDataset (class in ontolearn.data_struct) CLIPDatasetInference (class in ontolearn.data_struct) CLIPTrainer (class in ontolearn.clip_trainer) cn_ext (ontolearn.learners.spell_kit.structures.Structure attribute) cn_types() (ontolearn.learners.spell_kit.fitting_alc.FittingALC method) cns (ontolearn.learners.spell_kit.structures.TBox attribute) collate_batch() (ontolearn.learners.CLIP method) (ontolearn.learners.clip.CLIP method) (ontolearn.nces_trainer.NCESTrainer method) collate_batch_inference() (ontolearn.base_nces.BaseNCES method) (ontolearn.learners.CLIP method) (ontolearn.learners.clip.CLIP method) compact_canonical_model() (in module ontolearn.learners.spell_kit.structures) COMPILE (ontolearn.ea_utils.ToolboxVocabulary attribute) Complement (class in ontolearn.learners.spell_kit.o2p_ontology) complement_type() (in module ontolearn.learners.spell_kit.fitting) ComplementOfAtomicExpression (class in ontolearn.nero_utils) compute_accuracy() (ontolearn.nces_trainer.NCESTrainer static method) compute_eval_metric() (ontolearn.clip_trainer.CLIPTrainer method)

compute_f1_score() (in module ontolearn.utils) (in module ontolearn.utils.static_funcs) compute_f1_score_from_confusion_matrix() (in module ontolearn.utils.static_funcs) compute_quality() (in module ontolearn.executor) compute_quality_of_class_expression() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) compute_splits_properties() (ontolearn.value_splitter.AbstractValueSplitter method) (ontolearn.value_splitter.BinningValueSplitter method) (ontolearn.value_splitter.EntropyValueSplitter method) compute_successors() (in module ontolearn.learners.spell_kit.fitting) compute_tp_fn_fp_tn() (in module ontolearn.utils.static_funcs) compute_types() (in module ontolearn.learners.spell_kit.fitting) concept (ontolearn.abstracts.AbstractConceptNode property) concept_assertion() (ontolearn.learners.spell_kit.structures.ABoxBuilder method) concept_generator() (in module ontolearn.semantic_caching) concept_individuals_to_string_balanced_examples() (ontolearn.learning_problem_generator.LearningProblemGenerator method) concept_len() (in module ontolearn.utils.static_funcs) concept_reducer() (in module ontolearn.utils) (in module ontolearn.utils.static_funcs) concept_reducer_properties() (in module ontolearn.utils) (in module ontolearn.utils.static_funcs) concept_retrieval() (in module ontolearn.semantic_caching) ConceptAbstractSyntaxTreeBuilder (class in ontolearn.concept_abstract_syntax_tree) ConceptDescriptionGenerator (class in ontolearn.lp_generator.helper_classes) ConceptGenerator (class in ontolearn.concept_generator) conceptname_ext() (in module ontolearn.learners.spell_kit.structures) conceptnames() (in module ontolearn.learners.spell_kit.structures) concepts (ontolearn.abstracts.AbstractKnowledgeBase property) (ontolearn.knowledge_base.KnowledgeBase property) (ontolearn.nero_utils.IntersectionClassExpression attribute) (ontolearn.nero_utils.UnionClassExpression attribute) (ontolearn.triple_store.TripleStore property) concepts_reducer() (in module ontolearn.learners.tree_learner) ConEx (class in ontolearn.nces_modules) config_name_identifier (ontolearn.binders.DLLearnerBinder attribute) conjs (ontolearn.learners.spell_kit.structures.TBox attribute) conjunctive_concepts (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) connection_pr (ontolearn.ea_initialization.EARandomWalkInitialization attribute) constraint_conceptname() (in module ontolearn.learners.spell_kit.fitting) constraint_succ() (in module ontolearn.learners.spell_kit.fitting) construct_learning_problem() (ontolearn.learners.base.BaseConceptLearner method) (ontolearn.learners.BaseConceptLearner method) construct_normalized_tbox() (in module ontolearn.learners.spell_kit.structures) construct_owl_expression_from_tree() (ontolearn.learners.TDL method) (ontolearn.learners.tree_learner.TDL method) contains_cardinality() (in module ontolearn.learners.tree_learner) contains_class() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) contains_data_property() (in module ontolearn.learners.tree_learner) contains_nominal() (in module ontolearn.learners.tree_learner) conv1 (ontolearn.clip_architectures.LengthLearner_CNN attribute) (ontolearn.learners.drill.DrillNet attribute) (ontolearn.nces_modules.ConEx attribute) conv2 (ontolearn.clip_architectures.LengthLearner_CNN attribute) convert_to_list_str_from_iterable() (ontolearn.learners.NCES method) (ontolearn.learners.nces.NCES method) (ontolearn.learners.NCES2 method) (ontolearn.learners.nces2.NCES2 method) copy_structure() (in module ontolearn.learners.spell_kit.structures) count (ontolearn.learners.spell_kit.o2p_ontology.Cardinality attribute) (ontolearn.learners.spell_kit.o2p_ontology.MaxCardinality attribute) (ontolearn.learners.spell_kit.o2p_ontology.MinCardinality attribute) cov_n (ontolearn.learners.spell_kit.fitting_alc.FittingALC attribute) cov_p (ontolearn.learners.spell_kit.fitting_alc.FittingALC attribute) create_card_restrictions() (ontolearn.ea_utils.PrimitiveFactory method) create_coverage_formula() (in module ontolearn.learners.spell_kit.fitting) create_data_has_value() (ontolearn.ea_utils.PrimitiveFactory method) create_data_some_values() (ontolearn.ea_utils.PrimitiveFactory method) create_existential_universal() (ontolearn.ea_utils.PrimitiveFactory method) create_experiment_folder() (in module ontolearn.utils) create_intersection() (ontolearn.ea_utils.PrimitiveFactory method) create_rl_state() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) create_training_data() (ontolearn.learners.TDL method) (ontolearn.learners.tree_learner.TDL method) create_union() (ontolearn.ea_utils.PrimitiveFactory method) create_variables() (in module ontolearn.learners.spell_kit.fitting) created_names (ontolearn.learners.spell_kit.o2p_ontology.NameFactory attribute) CRITICAL (in module ontolearn.utils.oplogging) CROSSOVER (ontolearn.ea_utils.ToolboxVocabulary attribute) crossover_pr (ontolearn.ea_algorithms.EASimple attribute) current_states (ontolearn.data_struct.Experience attribute)

D

d_op (in module ontolearn.learners.spell_kit.fitting_alc) d_var_names (in module ontolearn.learners.spell_kit.fitting_alc) data (ontolearn.data_struct.CLIPDataset attribute) (ontolearn.data_struct.CLIPDatasetInference attribute) (ontolearn.data_struct.NCESDataset attribute) (ontolearn.data_struct.NCESDatasetInference attribute) (ontolearn.data_struct.ROCESDataset attribute) (ontolearn.data_struct.ROCESDatasetInference attribute) data_existential_restriction() (ontolearn.concept_generator.ConceptGenerator static method) DATA_HAS_VALUE (ontolearn.ea_utils.OperatorVocabulary attribute) data_has_value_restriction() (ontolearn.concept_generator.ConceptGenerator static method) DATA_MAX_EXCLUSIVE (ontolearn.ea_utils.OperatorVocabulary attribute) DATA_MAX_INCLUSIVE (ontolearn.ea_utils.OperatorVocabulary attribute) DATA_MIN_EXCLUSIVE (ontolearn.ea_utils.OperatorVocabulary attribute) DATA_MIN_INCLUSIVE (ontolearn.ea_utils.OperatorVocabulary attribute) data_properties (ontolearn.abstracts.AbstractKnowledgeBase property) (ontolearn.knowledge_base.KnowledgeBase property) (ontolearn.triple_store.TripleStore property) data_properties_for_domain() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) data_properties_in_signature() (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) data_property_cast (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) data_property_domain_axioms() (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) data_property_domains() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) data_property_range_axioms() (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) data_property_ranges() (ontolearn.triple_store.TripleStoreReasoner method) data_property_values() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) data_universal_restriction() (ontolearn.concept_generator.ConceptGenerator static method) DEBUG (in module ontolearn.utils.oplogging) dec (ontolearn.clip_architectures.LengthLearner_SetTransformer attribute) (ontolearn.nces_architectures.SetTransformer attribute) (ontolearn.nero_architectures.SetTransformer attribute) decay_rate (ontolearn.clip_trainer.CLIPTrainer attribute) declare_cn() (ontolearn.learners.spell_kit.structures.ABoxBuilder method) declare_rn() (ontolearn.learners.spell_kit.structures.ABoxBuilder method) decompose() (ontolearn.data_struct.NCESBaseDataset static method) DeepSet (class in ontolearn.nero_architectures) DEFAULT_FMT (in module ontolearn.utils) depth (ontolearn.learning_problem_generator.LearningProblemGenerator attribute) (ontolearn.lp_generator.helper_classes.ConceptDescriptionGenerator attribute) DepthAbstractDrill (class in ontolearn.learners.drill) describe() (ontolearn.abstracts.AbstractKnowledgeBase method) deserializer() (in module ontolearn.utils) determine_relevant_symbols() (in module ontolearn.learners.spell_kit.fitting) device (ontolearn.base_nces.BaseNCES attribute) (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.Drill attribute) (ontolearn.learners.drill.DrillHeuristic attribute) (ontolearn.learners.drill.DrillNet attribute) (ontolearn.learners.NERO attribute) (ontolearn.learners.nero.NERO attribute)

dicee_emb_dim (ontolearn.learners.NCES attribute) (ontolearn.learners.nces.NCES attribute) dicee_epochs (ontolearn.learners.NCES attribute) (ontolearn.learners.nces.NCES attribute) dicee_lr (ontolearn.learners.NCES attribute) (ontolearn.learners.nces.NCES attribute) dicee_model (ontolearn.learners.NCES attribute) (ontolearn.learners.nces.NCES attribute) dict_sh_direct_down (ontolearn.refinement_operators.NERORefinement attribute) dict_sh_direct_up (ontolearn.refinement_operators.NERORefinement attribute) different_individuals() (ontolearn.triple_store.TripleStoreReasoner method) digits (ontolearn.concept_abstract_syntax_tree.ConceptAbstractSyntaxTreeBuilder attribute) dim_V (ontolearn.nces_modules.MAB attribute) (ontolearn.nero_architectures.MAB attribute) disjoint_classes() (ontolearn.triple_store.TripleStoreReasoner method) disjoint_data_properties() (ontolearn.triple_store.TripleStoreReasoner method) disjoint_object_properties() (ontolearn.triple_store.TripleStoreReasoner method) DisjointWith (class in ontolearn.learners.spell_kit.o2p_ontology) disjunction_of_conjunctive_concepts (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) dl_parser (ontolearn.base_nces.BaseNCES attribute) dl_syntax_renderer (ontolearn.lp_generator.helper_classes.KB2Data attribute) (ontolearn.lp_generator.KB2Data attribute) DLFOILHeuristic (class in ontolearn.heuristics) DLLearnerBinder (class in ontolearn.binders) domain (ontolearn.learners.spell_kit.o2p_ontology.ObjectProperty attribute) dot (ontolearn.concept_abstract_syntax_tree.ConceptAbstractSyntaxTreeBuilder attribute) downsample (ontolearn.refinement_operators.ExpressRefinement attribute) downward_refine() (ontolearn.learners.NERO method) (ontolearn.learners.nero.NERO method) downward_refinement() (ontolearn.learners.base.RefinementBasedConceptLearner method) (ontolearn.learners.CELOE method) (ontolearn.learners.celoe.CELOE method) (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) (ontolearn.learners.RefinementBasedConceptLearner method) dp_domains (ontolearn.knowledge_base.KnowledgeBase attribute) dp_ranges (ontolearn.knowledge_base.KnowledgeBase attribute) dp_splits (ontolearn.ea_initialization.EARandomWalkInitialization attribute) (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) dp_to_prim_type (ontolearn.ea_initialization.EARandomWalkInitialization attribute) Drill (class in ontolearn.learners) (class in ontolearn.learners.drill) DRILLAbstractTree (class in ontolearn.abstracts) DrillHeuristic (class in ontolearn.learners.drill) DrillNet (class in ontolearn.learners.drill) DRILLSearchTreePriorityQueue (class in ontolearn.search) drop_prob (ontolearn.base_nces.BaseNCES attribute) dropout (ontolearn.clip_architectures.LengthLearner_GRU attribute) (ontolearn.clip_architectures.LengthLearner_LSTM attribute) dropout1d (ontolearn.clip_architectures.LengthLearner_CNN attribute) dropout2d (ontolearn.clip_architectures.LengthLearner_CNN attribute)

E

EARandomInitialization (class in ontolearn.ea_initialization) EARandomWalkInitialization (class in ontolearn.ea_initialization) EASimple (class in ontolearn.ea_algorithms) elite_size (ontolearn.ea_algorithms.EASimple attribute) elitism (ontolearn.ea_algorithms.EASimple attribute) emb_ent_i (ontolearn.nces_modules.ConEx attribute) emb_ent_real (ontolearn.nces_modules.ConEx attribute) emb_rel_i (ontolearn.nces_modules.ConEx attribute) emb_rel_real (ontolearn.nces_modules.ConEx attribute) embedding_dim (ontolearn.learners.NCES2 attribute) (ontolearn.learners.nces2.NCES2 attribute) (ontolearn.nces_modules.ConEx attribute) embeddings (ontolearn.data_struct.CLIPDataset attribute) (ontolearn.data_struct.CLIPDatasetInference attribute) (ontolearn.data_struct.NCESDataset attribute) (ontolearn.data_struct.NCESDatasetInference attribute) (ontolearn.nero_architectures.DeepSet attribute) (ontolearn.nero_architectures.SetTransformerNet attribute) (ontolearn.search.RL_State attribute) enable_caching() (ontolearn.triple_store.TripleStoreOntology method) enc (ontolearn.clip_architectures.LengthLearner_SetTransformer attribute) (ontolearn.nces_architectures.SetTransformer attribute) (ontolearn.nero_architectures.SetTransformer attribute) encode_kb() (ontolearn.abstracts.AbstractLearningProblem method) (ontolearn.learning_problem.PosNegLPStandard method) encode_learning_problem() (ontolearn.tentris.TentrisKnowledgeBase method) encoded_learning_problem() (ontolearn.learners.CELOE method) (ontolearn.learners.celoe.CELOE method) EncodedLearningProblem (class in ontolearn.abstracts) EncodedPosNegLPStandard (class in ontolearn.learning_problem) EncodedPosNegLPStandardKind (class in ontolearn.abstracts) EncodedPosNegLPStandardTentris (class in ontolearn.tentris) EncodedPosNegUndLP (class in ontolearn.learning_problem) ENDC (ontolearn.learners.spell_kit.fitting_alc.bcolors attribute) endpoint_timeout (ontolearn.tentris.TentrisKnowledgeBase attribute) endpoint_url (ontolearn.learners.sparql_query_learner.SPARQLQueryLearner attribute) (ontolearn.learners.SPARQLQueryLearner attribute) (ontolearn.tentris.TentrisKnowledgeBase attribute) enforce_validity (ontolearn.learners.NCES attribute) (ontolearn.learners.nces.NCES attribute) (ontolearn.learners.NCES2 attribute) (ontolearn.learners.nces2.NCES2 attribute) (ontolearn.learners.ROCES attribute) (ontolearn.learners.roces.ROCES attribute) entities (ontolearn.data_struct.TriplesData attribute) entity2idx (ontolearn.data_struct.TriplesData attribute) entropy (ontolearn.value_splitter.Split attribute) EntropyValueSplitter (class in ontolearn.value_splitter) epochs (ontolearn.clip_trainer.CLIPTrainer attribute) (ontolearn.nces_trainer.NCESTrainer attribute) epsilon (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) epsilon_decay (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) epsilon_min (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) equivalent_classes() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method)

equivalent_classes_axioms() (ontolearn.triple_store.TripleStoreOntology method) equivalent_data_properties() (ontolearn.triple_store.TripleStoreReasoner method) equivalent_object_properties() (ontolearn.triple_store.TripleStoreReasoner method) EquivalentClass (class in ontolearn.learners.spell_kit.o2p_ontology) ERROR (in module ontolearn.utils.oplogging) escape() (in module ontolearn.ea_utils) eta_min (ontolearn.base_nces.BaseNCES attribute) (ontolearn.nces_trainer.NCESTrainer attribute) evaluate_concept() (in module ontolearn.quality_funcs) (ontolearn.tentris.TentrisKnowledgeBase method) evaluate_concept_async() (ontolearn.tentris.TentrisKnowledgeBase method) EvaluatedConcept (class in ontolearn.search) EvaluatedConceptTentris (class in ontolearn.tentris) EvoLearner (class in ontolearn.learners) (class in ontolearn.learners.evolearner) EvoLearnerNode (class in ontolearn.search) evolve() (ontolearn.ea_algorithms.AbstractEvolutionaryAlgorithm method) (ontolearn.ea_algorithms.BaseEvolutionaryAlgorithm method) (ontolearn.ea_algorithms.MultiPopulation method) EX (in module ontolearn.learners.spell_kit.fitting_alc) exact_cardinality_restriction() (ontolearn.concept_generator.ConceptGenerator method) example_sizes (ontolearn.data_struct.CLIPDataset attribute) (ontolearn.data_struct.NCESDataset attribute) execute() (in module ontolearn.executor) EXISTENTIAL (ontolearn.ea_utils.OperatorVocabulary attribute) existential_restriction() (ontolearn.concept_generator.ConceptGenerator method) ExistentialQuantifierExpression (class in ontolearn.nero_utils) Exists (class in ontolearn.concept_abstract_syntax_tree) expand_curie() (in module ontolearn.learners.spell_kit.structures) expand_namespace() (in module ontolearn.learners.spell_kit.structures) (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader class method) expansionPenaltyFactor (ontolearn.heuristics.CELOEHeuristic attribute) (ontolearn.heuristics.OCELHeuristic attribute) Experience (class in ontolearn.data_struct) experiences (ontolearn.learners.drill.DepthAbstractDrill attribute) Experiments (class in ontolearn.experiments) explain_inference() (in module ontolearn.learners.tree_learner) exploitation() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) exploration_exploitation_tradeoff() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) export_concepts() (ontolearn.learning_problem_generator.LearningProblemGenerator method) Expr (class in ontolearn.concept_abstract_syntax_tree) expr (ontolearn.concept_abstract_syntax_tree.Not attribute) Expression (class in ontolearn.learners.spell_kit.o2p_ontology) expression (ontolearn.learners.NERO attribute) (ontolearn.learners.nero.NERO attribute) expression_chain (ontolearn.nero_utils.ClassExpression attribute) (ontolearn.nero_utils.TargetClassExpression attribute) expression_types (ontolearn.learners.spell_kit.o2p_ontology.Expression attribute) expressions (ontolearn.refinement_operators.NERORefinement attribute) expressionTests (ontolearn.search.DRILLSearchTreePriorityQueue attribute) (ontolearn.search.SearchTreePriorityQueue attribute) expressivity (ontolearn.refinement_operators.ExpressRefinement attribute) ExpressRefinement (class in ontolearn.refinement_operators) extend_queue() (ontolearn.nero_utils.SearchTree method) extract_expressions_from_owl_individuals() (ontolearn.learners.TDL method) (ontolearn.learners.tree_learner.TDL method) extract_namespace() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader class method)

F

F1 (class in ontolearn.metrics) f1() (in module ontolearn.quality_funcs) f1_set_similarity() (in module ontolearn.utils) (in module ontolearn.utils.static_funcs) factories (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader attribute) Factory (in module ontolearn.learners.base) (in module ontolearn.utils) FAIL (ontolearn.learners.spell_kit.fitting_alc.bcolors attribute) fast_init (ontolearn.refinement_operators.NERORefinement attribute) fc (ontolearn.nces_modules.ConEx attribute) fc0 (ontolearn.nero_architectures.DeepSet attribute) fc1 (ontolearn.clip_architectures.LengthLearner_CNN attribute) (ontolearn.clip_architectures.LengthLearner_GRU attribute) (ontolearn.clip_architectures.LengthLearner_LSTM attribute) (ontolearn.learners.drill.DrillNet attribute) (ontolearn.nces_architectures.GRU attribute) (ontolearn.nces_architectures.LSTM attribute) (ontolearn.nero_architectures.DeepSet attribute) fc2 (ontolearn.clip_architectures.LengthLearner_CNN attribute) (ontolearn.clip_architectures.LengthLearner_GRU attribute) (ontolearn.clip_architectures.LengthLearner_LSTM attribute) (ontolearn.learners.drill.DrillNet attribute) (ontolearn.nces_architectures.GRU attribute) (ontolearn.nces_architectures.LSTM attribute) fc3 (ontolearn.clip_architectures.LengthLearner_CNN attribute) (ontolearn.clip_architectures.LengthLearner_GRU attribute) (ontolearn.clip_architectures.LengthLearner_LSTM attribute) (ontolearn.nces_architectures.GRU attribute) (ontolearn.nces_architectures.LSTM attribute) fc_k (ontolearn.nces_modules.MAB attribute) (ontolearn.nero_architectures.MAB attribute) fc_num_input (ontolearn.nces_modules.ConEx attribute) fc_o (ontolearn.nces_modules.MAB attribute) (ontolearn.nero_architectures.MAB attribute) fc_q (ontolearn.nces_modules.MAB attribute) (ontolearn.nero_architectures.MAB attribute) fc_v (ontolearn.nces_modules.MAB attribute) (ontolearn.nero_architectures.MAB attribute) feature_dropout (ontolearn.nces_modules.ConEx attribute) feature_map_dropout (ontolearn.learners.NCES2 attribute) (ontolearn.learners.nces2.NCES2 attribute) (ontolearn.nces_modules.ConEx attribute) FeatureNotSupported features (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) filename (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader attribute) filler (ontolearn.concept_abstract_syntax_tree.Cardinality attribute) (ontolearn.concept_abstract_syntax_tree.Exists attribute) (ontolearn.concept_abstract_syntax_tree.Forall attribute) (ontolearn.nero_utils.ExistentialQuantifierExpression attribute) (ontolearn.nero_utils.UniversalQuantifierExpression attribute) find_optimal_number_of_examples() (ontolearn.base_nces.BaseNCES static method) (ontolearn.lp_generator.helper_classes.KB2Data method) (ontolearn.lp_generator.KB2Data method) fit() (ontolearn.binders.DLLearnerBinder method) (ontolearn.executor.Trainer method) (ontolearn.learners.ALCSAT method) (ontolearn.learners.alcsat.ALCSAT method) (ontolearn.learners.base.BaseConceptLearner method) (ontolearn.learners.BaseConceptLearner method) (ontolearn.learners.CELOE method) (ontolearn.learners.celoe.CELOE method) (ontolearn.learners.CLIP method) (ontolearn.learners.clip.CLIP method) (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) (ontolearn.learners.EvoLearner method) (ontolearn.learners.evolearner.EvoLearner method) (ontolearn.learners.NCES method) (ontolearn.learners.nces.NCES method) (ontolearn.learners.NCES2 method) (ontolearn.learners.nces2.NCES2 method) (ontolearn.learners.NERO method) (ontolearn.learners.nero.NERO method) (ontolearn.learners.sat_base.SATBaseLearner method) (ontolearn.learners.SPELL method) (ontolearn.learners.spell.SPELL method) (ontolearn.learners.TDL method) (ontolearn.learners.tree_learner.TDL method)

fit_from_iterable() (ontolearn.binders.DLLearnerBinder method) (ontolearn.learners.NCES method) (ontolearn.learners.nces.NCES method) (ontolearn.learners.NCES2 method) (ontolearn.learners.nces2.NCES2 method) (ontolearn.learners.NERO method) (ontolearn.learners.nero.NERO method) fit_one() (ontolearn.learners.NCES method) (ontolearn.learners.nces.NCES method) (ontolearn.learners.NCES2 method) (ontolearn.learners.nces2.NCES2 method) fitness_func (ontolearn.learners.EvoLearner attribute), [1] (ontolearn.learners.evolearner.EvoLearner attribute), [1] FITNESS_FUNCTION (ontolearn.ea_utils.ToolboxVocabulary attribute) FittingALC (class in ontolearn.learners.spell_kit.fitting_alc) flag_for_performance (in module ontolearn.utils) flush() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) Forall (class in ontolearn.concept_abstract_syntax_tree) form_experiences() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) forward() (ontolearn.clip_architectures.LengthLearner_CNN method) (ontolearn.clip_architectures.LengthLearner_GRU method) (ontolearn.clip_architectures.LengthLearner_LSTM method) (ontolearn.clip_architectures.LengthLearner_SetTransformer method) (ontolearn.learners.drill.DrillNet method) (ontolearn.learners.NERO method) (ontolearn.learners.nero.NERO method) (ontolearn.nces_architectures.GRU method) (ontolearn.nces_architectures.LSTM method) (ontolearn.nces_architectures.SetTransformer method) (ontolearn.nces_modules.ISAB method) (ontolearn.nces_modules.MAB method) (ontolearn.nces_modules.PMA method) (ontolearn.nces_modules.SAB method) (ontolearn.nero_architectures.DeepSet method) (ontolearn.nero_architectures.ISAB method) (ontolearn.nero_architectures.MAB method) (ontolearn.nero_architectures.PMA method) (ontolearn.nero_architectures.SAB method) (ontolearn.nero_architectures.SetTransformer method) (ontolearn.nero_architectures.SetTransformerNet method) forward_head_and_loss() (ontolearn.nces_modules.ConEx method) forward_head_batch() (ontolearn.nces_modules.ConEx method) forward_triples() (ontolearn.nces_modules.ConEx method) forward_triples_and_loss() (ontolearn.nces_modules.ConEx method) fresh_cn() (ontolearn.learners.spell_kit.structures.TBox method) fresh_names (ontolearn.learners.spell_kit.structures.TBox attribute) fresh_var() (in module ontolearn.learners.spell_kit.fitting) from_class (ontolearn.learners.spell_kit.o2p_ontology.AllValues attribute) (ontolearn.learners.spell_kit.o2p_ontology.SomeValues attribute) from_iterables() (ontolearn.refinement_operators.LengthBasedRefinement static method) FromDict() (ontolearn.learners.spell_kit.fitting_alc.STreeNode class method) FULL (ontolearn.ea_initialization.RandomInitMethod attribute)

G

gain (ontolearn.fitness_functions.LinearPressureFitness attribute) gainBonusFactor (ontolearn.heuristics.CELOEHeuristic attribute) (ontolearn.heuristics.OCELHeuristic attribute) gate (ontolearn.nero_utils.SearchTree attribute) general_class_axioms() (ontolearn.triple_store.TripleStoreOntology method) generate() (ontolearn.lp_generator.generate_data.LPGen method) (ontolearn.lp_generator.helper_classes.ConceptDescriptionGenerator method) (ontolearn.lp_generator.LPGen method) generate_all_trees() (in module ontolearn.learners.spell_kit.structures) generate_descriptions() (ontolearn.lp_generator.helper_classes.KB2Data method) (ontolearn.lp_generator.KB2Data method) generate_examples() (ontolearn.learning_problem_generator.LearningProblemGenerator method) generate_learning_problems() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) generate_training_data() (in module ontolearn.nces_utils) generation() (ontolearn.ea_algorithms.BaseEvolutionaryAlgorithm method) (ontolearn.ea_algorithms.EASimple method) (ontolearn.ea_algorithms.RegularizedEvolution method) generator (ontolearn.ea_utils.PrimitiveFactory attribute) (ontolearn.knowledge_base.KnowledgeBase attribute), [1] (ontolearn.learners.EvoLearner attribute) (ontolearn.learners.evolearner.EvoLearner attribute) (ontolearn.refinement_operators.ExpressRefinement attribute) (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) (ontolearn.tentris.TentrisKnowledgeBase attribute) get() (ontolearn.nero_utils.SearchTree method) (ontolearn.semantic_caching.CacheWithEviction method) get_all() (ontolearn.data_struct.PrepareBatchOfPrediction method) (ontolearn.nero_utils.SearchTree method) get_all_direct_sub_concepts() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_all_items() (ontolearn.semantic_caching.CacheWithEviction method) get_all_sub_concepts() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_balanced_examples() (ontolearn.learning_problem_generator.LearningProblemGenerator method) get_balanced_n_samples_per_examples() (ontolearn.learning_problem_generator.LearningProblemGenerator method) get_boolean_data_properties() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_concepts() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.learning_problem_generator.LearningProblemGenerator method) (ontolearn.triple_store.TripleStore method) get_data_idxs() (ontolearn.nces_trainer.NCESTrainer method) get_data_properties() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_data_properties_for_ind() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_data_property_domains() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_data_property_ranges() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_data_property_values() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_default_arguments() (in module ontolearn.scripts.run) get_direct_parents() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_direct_sub_concepts() (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_double_data_properties() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_drill() (in module ontolearn.scripts.run) get_embeddings() (ontolearn.nces_modules.ConEx method) get_embeddings_individuals() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) get_entities() (ontolearn.data_struct.TriplesData static method) get_er_vocab() (ontolearn.nces_trainer.NCESTrainer method) get_examples() (ontolearn.learning_problem_generator.LearningProblemGenerator method) get_expression() (ontolearn.ea_initialization.AbstractEAInitialization method) (ontolearn.ea_initialization.EARandomInitialization method) (ontolearn.ea_initialization.EARandomWalkInitialization method)

get_factory() (ontolearn.learners.spell_kit.o2p_ontology.Expression class method) (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) get_file_base_name() (in module ontolearn.utils.static_funcs) get_individuals() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) get_labels() (ontolearn.data_struct.NCESBaseDataset method) get_learner() (in module ontolearn.scripts.run) get_length_predictor() (ontolearn.learners.CLIP method) (ontolearn.learners.clip.CLIP method) get_most_promising() (ontolearn.abstracts.LBLSearchTree method) (ontolearn.search.DRILLSearchTreePriorityQueue method) (ontolearn.search.SearchTreePriorityQueue method) get_nces() (in module ontolearn.scripts.run) get_neg_values() (ontolearn.value_splitter.IndividualValues method) get_numeric_data_properties() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_object_properties() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_object_properties_for_ind() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_object_property_domains() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_object_property_ranges() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_object_property_values() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_ontology_id() (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) get_optimizer() (ontolearn.clip_trainer.CLIPTrainer method) (ontolearn.nces_trainer.NCESTrainer method) get_overlapping_with_split() (ontolearn.value_splitter.IndividualValues method) get_owl_ontology_manager() (ontolearn.tentris.TentrisOntology method) get_population() (ontolearn.ea_initialization.AbstractEAInitialization method) (ontolearn.ea_initialization.EARandomInitialization method) (ontolearn.ea_initialization.EARandomWalkInitialization method) get_pos_values() (ontolearn.value_splitter.IndividualValues method) get_prediction() (ontolearn.learners.NCES method) (ontolearn.learners.nces.NCES method) (ontolearn.learners.NCES2 method) (ontolearn.learners.nces2.NCES2 method) get_property_domains() (ontolearn.triple_store.TripleStoreOntology method) get_relations() (ontolearn.data_struct.TriplesData static method) get_root_ontology() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) get_safe_varname() (ontolearn.learners.spell_kit.o2p_ontology.Expression class method) get_saved_concepts() (in module ontolearn.semantic_caching) get_synthesizer() (ontolearn.base_nces.BaseNCES method) (ontolearn.learners.NCES method) (ontolearn.learners.nces.NCES method) (ontolearn.learners.NCES2 method) (ontolearn.learners.nces2.NCES2 method) get_tdl() (in module ontolearn.scripts.run) get_time_data_properties() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_top_n() (ontolearn.abstracts.LBLSearchTree method) (ontolearn.search.DRILLSearchTreePriorityQueue method) (ontolearn.search.SearchTreePriorityQueue method) get_top_n_nodes() (ontolearn.abstracts.DRILLAbstractTree method) get_types() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_values_of_double_data_property() (ontolearn.triple_store.TripleStore method) goal_found (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) Graph (ontolearn.data_struct.TriplesData attribute) grid_search_over (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) GROW (ontolearn.ea_initialization.RandomInitMethod attribute) GRU (class in ontolearn.nces_architectures) gru (ontolearn.clip_architectures.LengthLearner_GRU attribute) (ontolearn.nces_architectures.GRU attribute)

H

h_exp (ontolearn.abstracts.AbstractOEHeuristicNode property) (ontolearn.search.OENode property) has_renamed_inds (ontolearn.learners.NCES attribute) (ontolearn.learners.nces.NCES attribute) has_value_restriction() (ontolearn.concept_generator.ConceptGenerator method) HasSelf (class in ontolearn.learners.spell_kit.o2p_ontology) HasValue (class in ontolearn.learners.spell_kit.o2p_ontology) HC (in module ontolearn.learners.spell_kit.fitting) hc (ontolearn.learners.spell_kit.fitting.Variables attribute) head_idx (ontolearn.data_struct.TriplesDataset attribute) HEADER (ontolearn.learners.spell_kit.fitting_alc.bcolors attribute) HEIGHT_KEY (ontolearn.ea_utils.ToolboxVocabulary attribute) height_limit (ontolearn.learners.EvoLearner attribute), [1] (ontolearn.learners.evolearner.EvoLearner attribute), [1] heuristic (ontolearn.abstracts.AbstractOEHeuristicNode property) heuristic_func (ontolearn.learners.base.RefinementBasedConceptLearner attribute), [1] (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) (ontolearn.learners.RefinementBasedConceptLearner attribute), [1] (ontolearn.search.DRILLSearchTreePriorityQueue attribute) (ontolearn.search.SearchTreePriorityQueue attribute), [1]

heuristic_queue (ontolearn.learners.CELOE attribute), [1] (ontolearn.learners.celoe.CELOE attribute), [1] (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) HeuristicOrderedNode (class in ontolearn.search) heuristics (in module ontolearn.executor)

I

I (ontolearn.nces_modules.ISAB attribute) (ontolearn.nero_architectures.ISAB attribute) id (ontolearn.tentris.EncodedPosNegLPStandardTentris attribute) identifier (ontolearn.learners.spell_kit.o2p_ontology.Expression attribute) (ontolearn.learners.spell_kit.o2p_ontology.ObjectProperty attribute) (ontolearn.learners.spell_kit.o2p_ontology.PropertyReference attribute) idx_individuals (ontolearn.nero_utils.AtomicExpression attribute) (ontolearn.nero_utils.ComplementOfAtomicExpression attribute) (ontolearn.nero_utils.ExistentialQuantifierExpression attribute) (ontolearn.nero_utils.IntersectionClassExpression attribute) (ontolearn.nero_utils.TargetClassExpression attribute) (ontolearn.nero_utils.UnionClassExpression attribute) (ontolearn.nero_utils.UniversalQuantifierExpression attribute) idx_to_instance_mapping (ontolearn.learners.NERO attribute) (ontolearn.learners.nero.NERO attribute) ignore (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader attribute) ignore_and_copy() (ontolearn.knowledge_base.KnowledgeBase method) implic (ontolearn.learners.spell_kit.structures.TBox attribute) increment_h_exp() (ontolearn.search.OENode method) ind() (in module ontolearn.learners.spell_kit.structures) ind_cache (ontolearn.knowledge_base.KnowledgeBase attribute) ind_to_string() (in module ontolearn.ea_utils) individuals() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) individuals_count() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) individuals_in_signature() (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) individuals_set() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) IndividualValues (class in ontolearn.value_splitter) indmap (ontolearn.learners.spell_kit.structures.ABoxBuilder attribute) (ontolearn.learners.spell_kit.structures.Structure attribute) inds (ontolearn.tentris.EvaluatedConceptTentris property) INFO (in module ontolearn.utils.oplogging) init() (ontolearn.learners.drill.DrillNet method) (ontolearn.nces_modules.ConEx method) init_embeddings_of_examples() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) init_hierarchy_instances() (in module ontolearn.utils.static_funcs) init_individuals_from_concepts() (in module ontolearn.utils.static_funcs) init_length_metric() (in module ontolearn.utils.static_funcs) init_method (ontolearn.learners.EvoLearner attribute), [1] (ontolearn.learners.evolearner.EvoLearner attribute), [1] init_named_individuals() (in module ontolearn.utils.static_funcs) INIT_POPULATION (ontolearn.ea_utils.ToolboxVocabulary attribute) init_training() (ontolearn.learners.drill.DepthAbstractDrill method) initialize_cache() (ontolearn.semantic_caching.CacheWithEviction method) initialize_training_class_expression_learning_problem() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method)

initialized (ontolearn.semantic_caching.CacheWithEviction attribute) input_dp_ent_i (ontolearn.nces_modules.ConEx attribute) input_dp_ent_real (ontolearn.nces_modules.ConEx attribute) input_dp_rel_i (ontolearn.nces_modules.ConEx attribute) input_dp_rel_real (ontolearn.nces_modules.ConEx attribute) input_dropout (ontolearn.learners.NCES2 attribute) (ontolearn.learners.nces2.NCES2 attribute) (ontolearn.nces_modules.ConEx attribute) instance_embeddings (ontolearn.learners.drill.DepthAbstractDrill attribute) instance_idx_mapping (ontolearn.learners.NERO attribute) (ontolearn.learners.nero.NERO attribute) instances() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) interrupt() (in module ontolearn.learners.spell_kit.fitting_alc) intersect_from_iterables() (ontolearn.concept_generator.ConceptGenerator static method) Intersection (class in ontolearn.learners.spell_kit.o2p_ontology) INTERSECTION (ontolearn.ea_utils.OperatorVocabulary attribute) intersection() (ontolearn.concept_generator.ConceptGenerator method) IntersectionClassExpression (class in ontolearn.nero_utils) inv_vocab (ontolearn.base_nces.BaseNCES attribute) (ontolearn.data_struct.NCESBaseDataset attribute) (ontolearn.nces_architectures.GRU attribute) (ontolearn.nces_architectures.LSTM attribute) (ontolearn.nces_architectures.SetTransformer attribute) INVERSE (ontolearn.ea_utils.OperatorVocabulary attribute) inverse_of (ontolearn.learners.spell_kit.o2p_ontology.ObjectProperty attribute) is_full() (ontolearn.semantic_caching.CacheWithEviction method) is_functional (ontolearn.learners.spell_kit.o2p_ontology.ObjectProperty attribute) is_inverse_functional (ontolearn.learners.spell_kit.o2p_ontology.ObjectProperty attribute) is_model() (in module ontolearn.learners.spell_kit.fitting) is_reflexive (ontolearn.learners.spell_kit.o2p_ontology.ObjectProperty attribute) is_root (ontolearn.abstracts.AbstractOEHeuristicNode property) (ontolearn.search.RL_State attribute) is_rule (ontolearn.learners.spell_kit.o2p_ontology.OntologyObject property) (ontolearn.learners.spell_kit.o2p_ontology.Rule property) is_symmetric (ontolearn.learners.spell_kit.o2p_ontology.ObjectProperty attribute) is_transitive (ontolearn.learners.spell_kit.o2p_ontology.ObjectProperty attribute) is_valid_url() (in module ontolearn.triple_store) ISAB (class in ontolearn.nces_modules) (class in ontolearn.nero_architectures) iso_generations (ontolearn.ea_algorithms.MultiPopulation attribute) issimple() (in module ontolearn.learners.spell_kit.o2p_ontology) items_in_queue (ontolearn.nero_utils.SearchTree attribute) (ontolearn.search.DRILLSearchTreePriorityQueue attribute), [1] (ontolearn.search.SearchTreePriorityQueue attribute), [1] iter_bound (ontolearn.learners.base.RefinementBasedConceptLearner attribute), [1] (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) (ontolearn.learners.RefinementBasedConceptLearner attribute), [1]

J

jaccard_similarity() (in module ontolearn.utils)

jump_pr (ontolearn.ea_initialization.EARandomWalkInitialization attribute)

K

k (ontolearn.data_struct.CLIPDataset attribute) (ontolearn.data_struct.ROCESDataset attribute) (ontolearn.data_struct.ROCESDatasetInference attribute) (ontolearn.learners.ROCES attribute) (ontolearn.learners.roces.ROCES attribute) (ontolearn.learners.spell_kit.fitting_alc.FittingALC attribute) kb (in module ontolearn.scripts.run) (ontolearn.abstracts.BaseRefinement attribute), [1] (ontolearn.base_nces.BaseNCES attribute) (ontolearn.ea_initialization.EARandomWalkInitialization attribute) (ontolearn.learners.ALCSAT attribute) (ontolearn.learners.alcsat.ALCSAT attribute) (ontolearn.learners.base.BaseConceptLearner attribute), [1] (ontolearn.learners.base.RefinementBasedConceptLearner attribute) (ontolearn.learners.BaseConceptLearner attribute), [1] (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.EvoLearner attribute), [1] (ontolearn.learners.evolearner.EvoLearner attribute), [1] (ontolearn.learners.NERO attribute) (ontolearn.learners.nero.NERO attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) (ontolearn.learners.RefinementBasedConceptLearner attribute) (ontolearn.learners.sat_base.SATBaseLearner attribute) (ontolearn.learners.SPELL attribute) (ontolearn.learners.spell.SPELL attribute) (ontolearn.learning_problem_generator.LearningProblemGenerator attribute) (ontolearn.lp_generator.helper_classes.ConceptDescriptionGenerator attribute) (ontolearn.refinement_operators.ModifiedCELOERefinement attribute)

KB2Data (class in ontolearn.lp_generator) (class in ontolearn.lp_generator.helper_classes) kb_all (ontolearn.learning_problem.EncodedPosNegLPStandard attribute), [1] kb_diff (ontolearn.learning_problem.EncodedPosNegLPStandard attribute), [1] kb_namespace (ontolearn.base_nces.BaseNCES attribute) kb_neg (ontolearn.learning_problem.EncodedPosNegLPStandard attribute), [1] kb_path (ontolearn.binders.DLLearnerBinder attribute) kb_pos (ontolearn.learning_problem.EncodedPosNegLPStandard attribute), [1] kernel_size (ontolearn.learners.NCES2 attribute) (ontolearn.learners.nces2.NCES2 attribute) (ontolearn.nces_modules.ConEx attribute) kind (ontolearn.concept_abstract_syntax_tree.Cardinality attribute) knowledge_base (ontolearn.concept_abstract_syntax_tree.ConceptAbstractSyntaxTreeBuilder attribute) (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.NCES attribute) (ontolearn.learners.nces.NCES attribute) (ontolearn.learners.NCES2 attribute) (ontolearn.learners.nces2.NCES2 attribute) (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) (ontolearn.lp_generator.helper_classes.KB2Data attribute) (ontolearn.lp_generator.KB2Data attribute) knowledge_base_path (ontolearn.learners.NCES2 attribute) (ontolearn.learners.nces2.NCES2 attribute) KnowledgeBase (class in ontolearn.knowledge_base) kwargs_classifier (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) kwargs_grid_search (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute)

L

L (in module ontolearn.learners.spell_kit.fitting_alc) label_id (ontolearn.nero_utils.AtomicExpression attribute) (ontolearn.nero_utils.ComplementOfAtomicExpression attribute) (ontolearn.nero_utils.ExistentialQuantifierExpression attribute) (ontolearn.nero_utils.IntersectionClassExpression attribute) (ontolearn.nero_utils.TargetClassExpression attribute) (ontolearn.nero_utils.UnionClassExpression attribute) (ontolearn.nero_utils.UniversalQuantifierExpression attribute) LBLNode (class in ontolearn.search) LBLSearchTree (class in ontolearn.abstracts) learn_from_illustration() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) learn_from_replay_memory() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) learn_sparql_query() (ontolearn.learners.sparql_query_learner.SPARQLQueryLearner method) (ontolearn.learners.SPARQLQueryLearner method) learner (ontolearn.executor.Trainer attribute) learner_names (ontolearn.learners.NCES attribute) (ontolearn.learners.nces.NCES attribute) learning_problem (ontolearn.heuristics.CeloeBasedReward property) (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.Drill attribute) (ontolearn.learners.sparql_query_learner.SPARQLQueryLearner attribute) (ontolearn.learners.SPARQLQueryLearner attribute) learning_rate (ontolearn.base_nces.BaseNCES attribute) (ontolearn.clip_trainer.CLIPTrainer attribute) (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) (ontolearn.learners.NERO attribute) (ontolearn.learners.nero.NERO attribute) (ontolearn.nces_trainer.NCESTrainer attribute) LearningProblemGenerator (class in ontolearn.learning_problem_generator) least_general_named_concepts() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) left (ontolearn.concept_abstract_syntax_tree.And attribute) (ontolearn.concept_abstract_syntax_tree.Or attribute) len (ontolearn.search.LengthOrderedNode attribute) len() (ontolearn.abstracts.BaseRefinement method) length (ontolearn.nero_utils.AtomicExpression attribute) (ontolearn.nero_utils.ClassExpression attribute) (ontolearn.nero_utils.ComplementOfAtomicExpression attribute) (ontolearn.nero_utils.ExistentialQuantifierExpression attribute) (ontolearn.nero_utils.IntersectionClassExpression attribute) (ontolearn.nero_utils.TargetClassExpression attribute) (ontolearn.nero_utils.UnionClassExpression attribute) (ontolearn.nero_utils.UniversalQuantifierExpression attribute) (ontolearn.search.RL_State attribute) length_predictor (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute)

length_to_expression_str (ontolearn.refinement_operators.NERORefinement attribute) LengthBasedRefinement (class in ontolearn.refinement_operators) LengthLearner_CNN (class in ontolearn.clip_architectures) LengthLearner_GRU (class in ontolearn.clip_architectures) LengthLearner_LSTM (class in ontolearn.clip_architectures) LengthLearner_SetTransformer (class in ontolearn.clip_architectures) LengthOrderedNode (class in ontolearn.search) levels_to_preds() (in module ontolearn.learners.spell_kit.structures) LinearPressureFitness (class in ontolearn.fitness_functions) LLMVerbalizer (class in ontolearn.verbalizer) ln (ontolearn.base_nces.BaseNCES attribute) load() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) load_data() (ontolearn.data_struct.TriplesData method) load_embeddings() (ontolearn.data_struct.ROCESDataset method) (ontolearn.data_struct.ROCESDatasetInference method) load_hypotheses() (ontolearn.learners.base.BaseConceptLearner method) (ontolearn.learners.BaseConceptLearner method) load_owl() (in module ontolearn.learners.spell_kit.structures) load_pretrained (ontolearn.base_nces.BaseNCES attribute) (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) log_dirs (in module ontolearn.utils.log_config) logger (in module ontolearn.abstracts) (in module ontolearn.ea_algorithms) (in module ontolearn.executor) (in module ontolearn.knowledge_base) (in module ontolearn.learners.base) (in module ontolearn.learning_problem) (in module ontolearn.tentris) (in module ontolearn.triple_store) (in module ontolearn.utils.log_config) loss (ontolearn.clip_architectures.LengthLearner_CNN attribute) (ontolearn.clip_architectures.LengthLearner_GRU attribute) (ontolearn.clip_architectures.LengthLearner_LSTM attribute) (ontolearn.clip_architectures.LengthLearner_SetTransformer attribute) (ontolearn.learners.drill.DrillNet attribute) (ontolearn.nces_architectures.GRU attribute) (ontolearn.nces_architectures.LSTM attribute) (ontolearn.nces_architectures.SetTransformer attribute) (ontolearn.nces_modules.ConEx attribute) lp (ontolearn.heuristics.CeloeBasedReward attribute) lp_gen (ontolearn.lp_generator.generate_data.LPGen attribute) (ontolearn.lp_generator.helper_classes.KB2Data attribute) (ontolearn.lp_generator.KB2Data attribute) (ontolearn.lp_generator.LPGen attribute) LPGen (class in ontolearn.lp_generator) (class in ontolearn.lp_generator.generate_data) LSTM (class in ontolearn.nces_architectures) lstm (ontolearn.clip_architectures.LengthLearner_LSTM attribute) (ontolearn.nces_architectures.LSTM attribute)

M

m (ontolearn.base_nces.BaseNCES attribute) (ontolearn.nces_architectures.SetTransformer attribute) MAB (class in ontolearn.nces_modules) (class in ontolearn.nero_architectures) mab (ontolearn.nces_modules.PMA attribute) (ontolearn.nces_modules.SAB attribute) (ontolearn.nero_architectures.PMA attribute) (ontolearn.nero_architectures.SAB attribute) mab0 (ontolearn.nces_modules.ISAB attribute) (ontolearn.nero_architectures.ISAB attribute) mab1 (ontolearn.nces_modules.ISAB attribute) (ontolearn.nero_architectures.ISAB attribute) main() (in module ontolearn.scripts.run) make_iterable_verbose() (in module ontolearn.utils.static_funcs) make_kb_incomplete() (in module ontolearn.incomplete_kb) make_kb_incomplete_ass() (in module ontolearn.incomplete_kb) make_kb_inconsistent() (in module ontolearn.incomplete_kb) make_node() (ontolearn.learners.CELOE method) (ontolearn.learners.celoe.CELOE method) (ontolearn.learners.OCEL method) (ontolearn.learners.ocel.OCEL method) make_res_absolute() (in module ontolearn.learners.spell_kit.o2p_owl_parser) (in module ontolearn.learners.spell_kit.structures) map_ind() (ontolearn.learners.spell_kit.structures.ABoxBuilder method) map_ind_name() (in module ontolearn.learners.spell_kit.structures) map_to_token() (ontolearn.nces_trainer.NCESTrainer method) max_cardinality_restriction() (ontolearn.concept_generator.ConceptGenerator method) max_child_length (ontolearn.learners.base.RefinementBasedConceptLearner attribute), [1] (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) (ontolearn.learners.RefinementBasedConceptLearner attribute), [1] (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) max_concept_size (ontolearn.learners.ALCSAT attribute), [1] (ontolearn.learners.alcsat.ALCSAT attribute), [1] max_he (ontolearn.learners.CELOE attribute), [1] (ontolearn.learners.celoe.CELOE attribute), [1] (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) max_height (ontolearn.ea_initialization.EARandomInitialization attribute) max_ind (ontolearn.learners.spell_kit.structures.Structure attribute) max_len (ontolearn.nces_architectures.GRU attribute) (ontolearn.nces_architectures.LSTM attribute) (ontolearn.nces_architectures.SetTransformer attribute) max_len_replay_memory (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) max_length (ontolearn.base_nces.BaseNCES attribute) (ontolearn.concept_abstract_syntax_tree.ConceptAbstractSyntaxTreeBuilder attribute) (ontolearn.data_struct.NCESBaseDataset attribute) (ontolearn.learning_problem_generator.LearningProblemGenerator attribute) (ontolearn.lp_generator.helper_classes.ConceptDescriptionGenerator attribute) max_nr_fillers (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) max_nr_splits (ontolearn.value_splitter.AbstractValueSplitter attribute) max_num_instances (ontolearn.learning_problem_generator.LearningProblemGenerator attribute) max_num_lps (ontolearn.lp_generator.helper_classes.KB2Data attribute) (ontolearn.lp_generator.KB2Data attribute) max_num_of_concepts_tested (ontolearn.learners.base.BaseConceptLearner attribute), [1] (ontolearn.learners.base.RefinementBasedConceptLearner attribute) (ontolearn.learners.BaseConceptLearner attribute), [1] (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.EvoLearner attribute) (ontolearn.learners.evolearner.EvoLearner attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) (ontolearn.learners.RefinementBasedConceptLearner attribute) max_number_of_filters (ontolearn.learners.sparql_query_learner.SPARQLQueryLearner attribute) (ontolearn.learners.SPARQLQueryLearner attribute) max_query_size (ontolearn.learners.SPELL attribute), [1] (ontolearn.learners.spell.SPELL attribute), [1] max_runtime (ontolearn.binders.DLLearnerBinder attribute) (ontolearn.learners.base.BaseConceptLearner attribute), [1] (ontolearn.learners.base.RefinementBasedConceptLearner attribute) (ontolearn.learners.BaseConceptLearner attribute), [1] (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.EvoLearner attribute) (ontolearn.learners.evolearner.EvoLearner attribute) (ontolearn.learners.NERO attribute) (ontolearn.learners.nero.NERO attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) (ontolearn.learners.RefinementBasedConceptLearner attribute) (ontolearn.learners.sat_base.SATBaseLearner attribute) (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) max_t (ontolearn.ea_initialization.EARandomWalkInitialization attribute) max_test_time_per_concept (ontolearn.experiments.Experiments attribute) max_var (ontolearn.learners.spell_kit.fitting_alc.FittingALC attribute) MaxCardinality (class in ontolearn.learners.spell_kit.o2p_ontology) method (ontolearn.ea_initialization.EARandomInitialization attribute) metrics (in module ontolearn.executor) migration_size (ontolearn.ea_algorithms.MultiPopulation attribute) min_cardinality_restriction() (ontolearn.concept_generator.ConceptGenerator method) min_he (ontolearn.learners.CELOE attribute), [1] (ontolearn.learners.celoe.CELOE attribute), [1] (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) min_height (ontolearn.ea_initialization.EARandomInitialization attribute) min_length (ontolearn.learning_problem_generator.LearningProblemGenerator attribute) min_num_instances (ontolearn.learning_problem_generator.LearningProblemGenerator attribute)

min_num_pos_examples (ontolearn.lp_generator.helper_classes.KB2Data attribute) (ontolearn.lp_generator.KB2Data attribute) MinCardinality (class in ontolearn.learners.spell_kit.o2p_ontology) minimize_concept_assertions() (in module ontolearn.learners.spell_kit.fitting) mode (in module ontolearn.learners.spell_kit.fitting) model (ontolearn.learners.NERO attribute) (ontolearn.learners.nero.NERO attribute) (ontolearn.verbalizer.LLMVerbalizer attribute) model2fitting_query() (in module ontolearn.learners.spell_kit.fitting) models (in module ontolearn.executor) ModifiedCELOERefinement (class in ontolearn.refinement_operators) module ontolearn ontolearn.abstracts ontolearn.base_nces ontolearn.binders ontolearn.clip_architectures ontolearn.clip_trainer ontolearn.concept_abstract_syntax_tree ontolearn.concept_generator ontolearn.data_struct ontolearn.ea_algorithms ontolearn.ea_initialization ontolearn.ea_utils ontolearn.executor ontolearn.experiments ontolearn.fitness_functions ontolearn.heuristics ontolearn.incomplete_kb ontolearn.knowledge_base ontolearn.learners ontolearn.learners.alcsat ontolearn.learners.base ontolearn.learners.celoe ontolearn.learners.clip ontolearn.learners.drill ontolearn.learners.evolearner ontolearn.learners.nces ontolearn.learners.nces2 ontolearn.learners.nero ontolearn.learners.ocel ontolearn.learners.roces ontolearn.learners.sat_base ontolearn.learners.sparql_query_learner ontolearn.learners.spell ontolearn.learners.spell_kit ontolearn.learners.spell_kit.fitting ontolearn.learners.spell_kit.fitting_alc ontolearn.learners.spell_kit.o2p_ontology ontolearn.learners.spell_kit.o2p_owl_parser ontolearn.learners.spell_kit.structures ontolearn.learners.tree_learner ontolearn.learning_problem ontolearn.learning_problem_generator ontolearn.lp_generator ontolearn.lp_generator.generate_data ontolearn.lp_generator.helper_classes ontolearn.metrics ontolearn.nces_architectures ontolearn.nces_modules ontolearn.nces_trainer ontolearn.nces_utils ontolearn.nero_architectures ontolearn.nero_utils ontolearn.quality_funcs ontolearn.refinement_operators ontolearn.scripts ontolearn.scripts.run ontolearn.search ontolearn.semantic_caching ontolearn.tentris ontolearn.triple_store ontolearn.utils ontolearn.utils.log_config ontolearn.utils.oplogging ontolearn.utils.static_funcs ontolearn.value_splitter ontolearn.verbalizer most_general_boolean_data_properties() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) most_general_classes() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) most_general_data_properties() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) most_general_existential_restrictions() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) most_general_existential_restrictions_inverse() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) most_general_numeric_data_properties() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) most_general_object_properties() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) most_general_time_data_properties() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) most_general_universal_restrictions() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) most_general_universal_restrictions_inverse() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) MultiPopulation (class in ontolearn.ea_algorithms) mut_uniform_gen (ontolearn.learners.EvoLearner attribute), [1] (ontolearn.learners.evolearner.EvoLearner attribute), [1] MUTATION (ontolearn.ea_utils.ToolboxVocabulary attribute) mutation_pr (ontolearn.ea_algorithms.EASimple attribute)

N

n (ontolearn.concept_abstract_syntax_tree.Cardinality attribute) N (ontolearn.learners.spell_kit.fitting_alc.FittingALC attribute) N_I (ontolearn.refinement_operators.NERORefinement attribute) n_op (ontolearn.learners.spell_kit.fitting_alc.FittingALC attribute) name (ontolearn.abstracts.AbstractFitness attribute) (ontolearn.abstracts.AbstractScorer attribute) (ontolearn.binders.DLLearnerBinder attribute) (ontolearn.clip_architectures.LengthLearner_CNN attribute) (ontolearn.clip_architectures.LengthLearner_GRU attribute) (ontolearn.clip_architectures.LengthLearner_LSTM attribute) (ontolearn.clip_architectures.LengthLearner_SetTransformer attribute) (ontolearn.concept_abstract_syntax_tree.Atoms attribute) (ontolearn.ea_algorithms.AbstractEvolutionaryAlgorithm attribute) (ontolearn.ea_algorithms.EASimple attribute) (ontolearn.ea_algorithms.MultiPopulation attribute) (ontolearn.ea_algorithms.RegularizedEvolution attribute) (ontolearn.fitness_functions.LinearPressureFitness attribute) (ontolearn.heuristics.CeloeBasedReward attribute) (ontolearn.heuristics.CELOEHeuristic attribute) (ontolearn.heuristics.DLFOILHeuristic attribute) (ontolearn.heuristics.OCELHeuristic attribute) (ontolearn.learners.ALCSAT attribute) (ontolearn.learners.alcsat.ALCSAT attribute) (ontolearn.learners.base.BaseConceptLearner attribute) (ontolearn.learners.BaseConceptLearner attribute) (ontolearn.learners.CELOE attribute), [1] (ontolearn.learners.celoe.CELOE attribute), [1] (ontolearn.learners.CLIP attribute), [1] (ontolearn.learners.clip.CLIP attribute), [1] (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) (ontolearn.learners.EvoLearner attribute), [1] (ontolearn.learners.evolearner.EvoLearner attribute), [1] (ontolearn.learners.NCES attribute) (ontolearn.learners.nces.NCES attribute) (ontolearn.learners.NCES2 attribute) (ontolearn.learners.nces2.NCES2 attribute) (ontolearn.learners.NERO attribute) (ontolearn.learners.nero.NERO attribute) (ontolearn.learners.OCEL attribute), [1] (ontolearn.learners.ocel.OCEL attribute), [1] (ontolearn.learners.ROCES attribute) (ontolearn.learners.roces.ROCES attribute) (ontolearn.learners.sparql_query_learner.SPARQLQueryLearner attribute) (ontolearn.learners.SPARQLQueryLearner attribute) (ontolearn.learners.SPELL attribute) (ontolearn.learners.spell.SPELL attribute) (ontolearn.metrics.Accuracy attribute) (ontolearn.metrics.F1 attribute) (ontolearn.metrics.Precision attribute) (ontolearn.metrics.Recall attribute) (ontolearn.metrics.WeightedAccuracy attribute) (ontolearn.nces_architectures.GRU attribute) (ontolearn.nces_architectures.LSTM attribute) (ontolearn.nces_architectures.SetTransformer attribute) (ontolearn.nces_modules.ConEx attribute) (ontolearn.nces_utils.SimpleSolution attribute) (ontolearn.nero_architectures.DeepSet attribute) (ontolearn.nero_architectures.SetTransformerNet attribute) (ontolearn.nero_utils.ClassExpression attribute) (ontolearn.nero_utils.Role attribute) (ontolearn.nero_utils.State attribute) (ontolearn.nero_utils.TargetClassExpression attribute) name2sparql() (in module ontolearn.learners.spell_kit.structures) NameFactory (class in ontolearn.learners.spell_kit.o2p_ontology) namespaces (in module ontolearn.learners.spell_kit.structures) (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader attribute) NCES (class in ontolearn.learners) (class in ontolearn.learners.nces) NCES2 (class in ontolearn.learners) (class in ontolearn.learners.nces2) NCESBaseDataset (class in ontolearn.data_struct) NCESDataset (class in ontolearn.data_struct) NCESDatasetInference (class in ontolearn.data_struct) NCESNode (class in ontolearn.search) NCESTrainer (class in ontolearn.nces_trainer) NEG (in module ontolearn.learners.spell_kit.fitting_alc) neg (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.Drill attribute) (ontolearn.learning_problem.PosNegLPStandard attribute), [1] (ontolearn.refinement_operators.LengthBasedRefinement attribute) (ontolearn.value_splitter.Split attribute) neg_map (ontolearn.value_splitter.IndividualValues attribute) negation (ontolearn.concept_abstract_syntax_tree.ConceptAbstractSyntaxTreeBuilder attribute) NEGATION (ontolearn.ea_utils.OperatorVocabulary attribute) negation() (ontolearn.concept_generator.ConceptGenerator method) negation_from_iterables() (ontolearn.concept_generator.ConceptGenerator method) negative_expression_embeddings() (ontolearn.learners.NERO method) (ontolearn.learners.nero.NERO method) (ontolearn.nero_architectures.DeepSet method) Negatives (ontolearn.data_struct.PrepareBatchOfTraining attribute) NERO (class in ontolearn.learners) (class in ontolearn.learners.nero) NERORefinement (class in ontolearn.refinement_operators) neural_architecture (ontolearn.learners.NERO attribute) (ontolearn.learners.nero.NERO attribute) next_name() (ontolearn.learners.spell_kit.o2p_ontology.NameFactory class method) next_node_to_expand() (ontolearn.learners.base.RefinementBasedConceptLearner method) (ontolearn.learners.CELOE method) (ontolearn.learners.celoe.CELOE method) (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) (ontolearn.learners.RefinementBasedConceptLearner method) next_rooted_tree() (in module ontolearn.learners.spell_kit.structures) next_states (ontolearn.data_struct.Experience attribute) NNF (in module ontolearn.learners.spell_kit.fitting_alc) Node (class in ontolearn.search) node (ontolearn.learners.spell_kit.fitting_alc.STreeNode attribute) (ontolearn.search.HeuristicOrderedNode attribute) (ontolearn.search.LengthOrderedNode attribute) (ontolearn.search.QualityOrderedNode attribute) (ontolearn.search.TreeNode attribute)

nodeRefinementPenalty (ontolearn.heuristics.CELOEHeuristic attribute) nodes (ontolearn.abstracts.DRILLAbstractTree property) (ontolearn.search.DRILLSearchTreePriorityQueue attribute) (ontolearn.search.DRILLSearchTreePriorityQueue. attribute) (ontolearn.search.SearchTreePriorityQueue attribute), [1] (ontolearn.search.SearchTreePriorityQueue. attribute) non_empty_conjs() (ontolearn.learners.spell_kit.structures.TBox method) non_empty_lhs() (ontolearn.learners.spell_kit.structures.TBox method) non_empty_rhs() (ontolearn.learners.spell_kit.structures.TBox method) non_empty_symbols() (in module ontolearn.learners.spell_kit.fitting) non_semantic_caching_size() (in module ontolearn.semantic_caching) normalize() (ontolearn.learners.spell_kit.o2p_ontology.DisjointWith method) (ontolearn.learners.spell_kit.o2p_ontology.EquivalentClass method) (ontolearn.learners.spell_kit.o2p_ontology.Ontology method) (ontolearn.learners.spell_kit.o2p_ontology.Rule method) (ontolearn.learners.spell_kit.o2p_ontology.SubClassOf method) normalize_lhs() (ontolearn.learners.spell_kit.o2p_ontology.Expression method) (ontolearn.learners.spell_kit.o2p_ontology.HasSelf method) (ontolearn.learners.spell_kit.o2p_ontology.HasValue method) (ontolearn.learners.spell_kit.o2p_ontology.Intersection method) (ontolearn.learners.spell_kit.o2p_ontology.Restriction method) (ontolearn.learners.spell_kit.o2p_ontology.SomeValues method) normalize_rhs() (ontolearn.learners.spell_kit.o2p_ontology.AllValues method) (ontolearn.learners.spell_kit.o2p_ontology.Cardinality method) (ontolearn.learners.spell_kit.o2p_ontology.ClassIdentifier method) (ontolearn.learners.spell_kit.o2p_ontology.Complement method) (ontolearn.learners.spell_kit.o2p_ontology.Expression method) (ontolearn.learners.spell_kit.o2p_ontology.HasSelf method) (ontolearn.learners.spell_kit.o2p_ontology.HasValue method) (ontolearn.learners.spell_kit.o2p_ontology.Intersection method) (ontolearn.learners.spell_kit.o2p_ontology.MaxCardinality method) (ontolearn.learners.spell_kit.o2p_ontology.MinCardinality method) (ontolearn.learners.spell_kit.o2p_ontology.OneOf method) (ontolearn.learners.spell_kit.o2p_ontology.Quantifier method) (ontolearn.learners.spell_kit.o2p_ontology.Restriction method) (ontolearn.learners.spell_kit.o2p_ontology.SomeValues method) (ontolearn.learners.spell_kit.o2p_ontology.Thing method) (ontolearn.learners.spell_kit.o2p_ontology.TopClass method) (ontolearn.learners.spell_kit.o2p_ontology.Union method) Not (class in ontolearn.concept_abstract_syntax_tree) not_owl_thing() (in module ontolearn.learners.spell_kit.structures) nothing (ontolearn.concept_generator.ConceptGenerator property) ns (ontolearn.learners.NERO attribute) (ontolearn.learners.nero.NERO attribute) nsmap (ontolearn.learners.spell_kit.structures.Structure attribute) num_diff_runs (ontolearn.learning_problem_generator.LearningProblemGenerator attribute) num_e (ontolearn.data_struct.TriplesDataset attribute) num_embedding_dim (ontolearn.learners.NERO attribute) (ontolearn.learners.nero.NERO attribute) (ontolearn.nero_architectures.DeepSet attribute) (ontolearn.nero_architectures.SetTransformerNet attribute) num_entities (ontolearn.learners.NCES2 attribute) (ontolearn.learners.nces2.NCES2 attribute) (ontolearn.nces_modules.ConEx attribute) num_episode (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) num_episodes_per_replay (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) num_epochs (ontolearn.learners.NERO attribute) (ontolearn.learners.nero.NERO attribute) num_epochs_per_replay (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) num_examples (ontolearn.base_nces.BaseNCES attribute) (ontolearn.data_struct.CLIPDataset attribute) (ontolearn.data_struct.CLIPDatasetInference attribute) (ontolearn.data_struct.NCESDataset attribute) (ontolearn.data_struct.NCESDatasetInference attribute) (ontolearn.data_struct.ROCESDataset attribute) (ontolearn.data_struct.ROCESDatasetInference attribute) (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) num_generations (ontolearn.learners.EvoLearner attribute), [1] (ontolearn.learners.evolearner.EvoLearner attribute), [1] num_heads (ontolearn.base_nces.BaseNCES attribute) (ontolearn.nces_modules.MAB attribute) (ontolearn.nero_architectures.MAB attribute) num_individuals (ontolearn.nero_utils.ClassExpression attribute) (ontolearn.nero_utils.TargetClassExpression attribute) num_instances (ontolearn.nero_architectures.DeepSet attribute) (ontolearn.nero_architectures.SetTransformerNet attribute) num_of_output_channels (ontolearn.learners.NCES2 attribute) (ontolearn.learners.nces2.NCES2 attribute) (ontolearn.nces_modules.ConEx attribute) num_of_sequential_actions (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) num_outputs (ontolearn.nero_architectures.DeepSet attribute) (ontolearn.nero_architectures.SetTransformerNet attribute) num_populations (ontolearn.ea_algorithms.MultiPopulation attribute) num_pred_per_lp (ontolearn.data_struct.ROCESDatasetInference attribute) num_predictions (ontolearn.base_nces.BaseNCES attribute) num_problems (ontolearn.learning_problem_generator.LearningProblemGenerator attribute) num_relations (ontolearn.learners.NCES2 attribute) (ontolearn.learners.nces2.NCES2 attribute) (ontolearn.nces_modules.ConEx attribute) num_seeds (ontolearn.base_nces.BaseNCES attribute) num_sub_roots (ontolearn.lp_generator.helper_classes.ConceptDescriptionGenerator attribute) num_workers (ontolearn.base_nces.BaseNCES attribute) (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) (ontolearn.learners.NCES2 attribute) (ontolearn.learners.nces2.NCES2 attribute) (ontolearn.learners.NERO attribute) (ontolearn.learners.nero.NERO attribute) (ontolearn.nces_trainer.NCESTrainer attribute) number_of_tested_concepts (ontolearn.learners.base.BaseConceptLearner property) (ontolearn.learners.BaseConceptLearner property)

O

Object (in module ontolearn.ea_initialization) object (ontolearn.learners.spell_kit.o2p_ontology.Rule property) (ontolearn.learners.spell_kit.o2p_ontology.SubProperty attribute) object_ (ontolearn.ea_initialization.PropObjPair attribute) object_properties (ontolearn.abstracts.AbstractKnowledgeBase property) (ontolearn.knowledge_base.KnowledgeBase property) (ontolearn.triple_store.TripleStore property) object_properties_in_signature() (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) object_property_domain_axioms() (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) object_property_domains() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) object_property_range_axioms() (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) object_property_ranges() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) object_property_values() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) ObjectProperty (class in ontolearn.learners.spell_kit.o2p_ontology) OCEL (class in ontolearn.learners) (class in ontolearn.learners.ocel) OCELHeuristic (class in ontolearn.heuristics) OENode (class in ontolearn.search) OKBLUE (ontolearn.learners.spell_kit.fitting_alc.bcolors attribute) OKCYAN (ontolearn.learners.spell_kit.fitting_alc.bcolors attribute) OKGREEN (ontolearn.learners.spell_kit.fitting_alc.bcolors attribute) OneOf (class in ontolearn.learners.spell_kit.o2p_ontology) ontolearn module ontolearn.abstracts module ontolearn.base_nces module ontolearn.binders module ontolearn.clip_architectures module ontolearn.clip_trainer module ontolearn.concept_abstract_syntax_tree module ontolearn.concept_generator module ontolearn.data_struct module ontolearn.ea_algorithms module ontolearn.ea_initialization module ontolearn.ea_utils module ontolearn.executor module ontolearn.experiments module ontolearn.fitness_functions module ontolearn.heuristics module ontolearn.incomplete_kb module ontolearn.knowledge_base module ontolearn.learners module ontolearn.learners.alcsat module ontolearn.learners.base module ontolearn.learners.celoe module ontolearn.learners.clip module ontolearn.learners.drill module ontolearn.learners.evolearner module ontolearn.learners.nces module ontolearn.learners.nces2 module ontolearn.learners.nero module ontolearn.learners.ocel module ontolearn.learners.roces module ontolearn.learners.sat_base module ontolearn.learners.sparql_query_learner module ontolearn.learners.spell module ontolearn.learners.spell_kit module

ontolearn.learners.spell_kit.fitting module ontolearn.learners.spell_kit.fitting_alc module ontolearn.learners.spell_kit.o2p_ontology module ontolearn.learners.spell_kit.o2p_owl_parser module ontolearn.learners.spell_kit.structures module ontolearn.learners.tree_learner module ontolearn.learning_problem module ontolearn.learning_problem_generator module ontolearn.lp_generator module ontolearn.lp_generator.generate_data module ontolearn.lp_generator.helper_classes module ontolearn.metrics module ontolearn.nces_architectures module ontolearn.nces_modules module ontolearn.nces_trainer module ontolearn.nces_utils module ontolearn.nero_architectures module ontolearn.nero_utils module ontolearn.quality_funcs module ontolearn.refinement_operators module ontolearn.scripts module ontolearn.scripts.run module ontolearn.search module ontolearn.semantic_caching module ontolearn.tentris module ontolearn.triple_store module ontolearn.utils module ontolearn.utils.log_config module ontolearn.utils.oplogging module ontolearn.utils.static_funcs module ontolearn.value_splitter module ontolearn.verbalizer module Ontology (class in ontolearn.learners.spell_kit.o2p_ontology) ontology (ontolearn.abstracts.AbstractKnowledgeBase attribute) (ontolearn.triple_store.TripleStore attribute) (ontolearn.triple_store.TripleStoreReasoner attribute) OntologyObject (class in ontolearn.learners.spell_kit.o2p_ontology) op (ontolearn.learners.spell_kit.fitting_alc.FittingALC attribute) op_b (ontolearn.learners.spell_kit.fitting_alc.FittingALC attribute) op_domains (ontolearn.knowledge_base.KnowledgeBase attribute) op_r (ontolearn.learners.spell_kit.fitting_alc.FittingALC attribute) op_ranges (ontolearn.knowledge_base.KnowledgeBase attribute) operator (ontolearn.learners.base.RefinementBasedConceptLearner attribute), [1] (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) (ontolearn.learners.RefinementBasedConceptLearner attribute), [1] operators (ontolearn.learners.ALCSAT attribute), [1] (ontolearn.learners.alcsat.ALCSAT attribute), [1] OperatorVocabulary (class in ontolearn.ea_utils) optimizer (ontolearn.learners.drill.DepthAbstractDrill attribute) Or (class in ontolearn.concept_abstract_syntax_tree) OR (in module ontolearn.learners.spell_kit.fitting_alc) output_size (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) owl_class (ontolearn.nero_utils.ClassExpression attribute) owl_class_expressions (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) owl_prefix (in module ontolearn.triple_store) owlliteral_to_primitive_string() (in module ontolearn.ea_utils) OWLReader (class in ontolearn.learners.spell_kit.o2p_owl_parser)

P

P (ontolearn.learners.spell_kit.fitting_alc.FittingALC attribute) parametrized_performance_debugger() (in module ontolearn.utils) parent (ontolearn.learners.spell_kit.o2p_ontology.ObjectProperty attribute) parent_node (ontolearn.abstracts.AbstractOEHeuristicNode property) (ontolearn.search.LBLNode property) (ontolearn.search.RL_State attribute) parenthesis (ontolearn.concept_abstract_syntax_tree.ConceptAbstractSyntaxTreeBuilder attribute) parse() (ontolearn.concept_abstract_syntax_tree.ConceptAbstractSyntaxTreeBuilder method) parse_class() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_classref() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_collection() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_complement() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_datarange() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_disjoint() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_dl_learner_output() (ontolearn.binders.DLLearnerBinder method) parse_element() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_eqclass() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_error() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_intersection() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_one_of() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_property() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_property_rule() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_propertyref() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_quantifier() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_quantifier_all() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_quantifier_card() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_quantifier_exists() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_quantifier_has_value() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_quantifier_max_qualified_cardinality() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_quantifier_maxcard() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_quantifier_min_qualified_cardinality() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_quantifier_mincard() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_quantifier_qualified_cardinality() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_quantifier_self() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_restriction() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_rule() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_subclass() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_subpropertyof() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_thing() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) parse_union() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) path (ontolearn.knowledge_base.KnowledgeBase attribute), [1] (ontolearn.tentris.TentrisKnowledgeBase attribute), [1] path_of_embeddings (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.NCES attribute) (ontolearn.learners.nces.NCES attribute) path_of_trained_models (ontolearn.learners.NCES attribute) (ontolearn.learners.nces.NCES attribute) (ontolearn.learners.NCES2 attribute) (ontolearn.learners.nces2.NCES2 attribute) path_temp_embeddings (ontolearn.learners.NCES attribute) (ontolearn.learners.nces.NCES attribute) peek() (in module ontolearn.triple_store) penalty (ontolearn.fitness_functions.LinearPressureFitness attribute) performance_debugger() (in module ontolearn.utils) Pi (in module ontolearn.learners.spell_kit.fitting) pi (ontolearn.learners.spell_kit.fitting.Variables attribute) plot_decision_tree_of_expressions() (in module ontolearn.utils.static_funcs) plot_embeddings (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) plot_feature_importance (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) plot_topk_feature_importance() (in module ontolearn.utils.static_funcs) plot_tree (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute)

plot_umap_reduced_embeddings() (in module ontolearn.utils.static_funcs) PMA (class in ontolearn.nces_modules) (class in ontolearn.nero_architectures) population_size (ontolearn.learners.EvoLearner attribute), [1] (ontolearn.learners.evolearner.EvoLearner attribute), [1] pos (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.Drill attribute) (ontolearn.learning_problem.PosNegLPStandard attribute) (ontolearn.refinement_operators.LengthBasedRefinement attribute) (ontolearn.value_splitter.Split attribute) pos_map (ontolearn.value_splitter.IndividualValues attribute) pos_neg_to_tensor() (ontolearn.learners.CLIP method) (ontolearn.learners.clip.CLIP method) positive_expression_embeddings() (ontolearn.learners.NERO method) (ontolearn.learners.nero.NERO method) (ontolearn.nero_architectures.DeepSet method) positive_type_bias (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.Drill attribute) PosNegLPStandard (class in ontolearn.learning_problem) PosNegUndLP (class in ontolearn.learning_problem) Pr (in module ontolearn.learners.spell_kit.fitting) pr (ontolearn.learners.spell_kit.fitting.Variables attribute) Precision (class in ontolearn.metrics) predict() (ontolearn.executor.Trainer method) (ontolearn.learners.base.BaseConceptLearner method) (ontolearn.learners.BaseConceptLearner method) (ontolearn.learners.NERO method) (ontolearn.learners.nero.NERO method) (ontolearn.learners.TDL method) (ontolearn.learners.tree_learner.TDL method) (ontolearn.nces_utils.SimpleSolution method) predict_length() (ontolearn.learners.CLIP method) (ontolearn.learners.clip.CLIP method) predict_values() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) PredictedConcept (class in ontolearn.binders) predictor_name (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) prepare_output_path() (in module ontolearn.utils.static_funcs) PrepareBatchOfPrediction (class in ontolearn.data_struct) PrepareBatchOfTraining (class in ontolearn.data_struct) pretrained_predictor_name (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) PrimitiveFactory (class in ontolearn.ea_utils) print_element() (in module ontolearn.learners.spell_kit.o2p_owl_parser) printVariables() (ontolearn.learners.spell_kit.fitting_alc.FittingALC method) proj_dim (ontolearn.base_nces.BaseNCES attribute) (ontolearn.nces_architectures.GRU attribute) (ontolearn.nces_architectures.LSTM attribute) prop (ontolearn.learners.spell_kit.o2p_ontology.Restriction attribute) properties (ontolearn.learners.spell_kit.o2p_ontology.Ontology property) Property (class in ontolearn.learners.spell_kit.o2p_ontology) (in module ontolearn.ea_initialization) property_ (ontolearn.ea_initialization.PropObjPair attribute) property_domains (ontolearn.learners.spell_kit.o2p_ontology.Ontology property) property_ranges (ontolearn.learners.spell_kit.o2p_ontology.Ontology property) property_types (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader attribute) PropertyReference (class in ontolearn.learners.spell_kit.o2p_ontology) PropObjPair (class in ontolearn.ea_initialization) pset (ontolearn.learners.EvoLearner attribute), [1] (ontolearn.learners.evolearner.EvoLearner attribute), [1] put() (ontolearn.nero_utils.SearchTree method) (ontolearn.semantic_caching.CacheWithEviction method)

Q

quality (ontolearn.abstracts.AbstractOEHeuristicNode property) (ontolearn.nero_utils.ClassExpression attribute) (ontolearn.nero_utils.State attribute) (ontolearn.nero_utils.TargetClassExpression attribute) quality_func (ontolearn.learners.base.BaseConceptLearner attribute), [1] (ontolearn.learners.base.RefinementBasedConceptLearner attribute) (ontolearn.learners.BaseConceptLearner attribute), [1] (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.EvoLearner attribute) (ontolearn.learners.evolearner.EvoLearner attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) (ontolearn.learners.RefinementBasedConceptLearner attribute) (ontolearn.search.DRILLSearchTreePriorityQueue attribute) (ontolearn.search.SearchTreePriorityQueue attribute), [1]

QualityOrderedNode (class in ontolearn.search) Quantifier (class in ontolearn.learners.spell_kit.o2p_ontology) quantifier (ontolearn.learners.spell_kit.o2p_ontology.Restriction attribute) quantifiers (ontolearn.concept_abstract_syntax_tree.ConceptAbstractSyntaxTreeBuilder attribute) query() (ontolearn.triple_store.TripleStore method) (ontolearn.triple_store.TripleStoreReasoner method)

R

RAMPED_HALF_HALF (ontolearn.ea_initialization.RandomInitMethod attribute) random_seed (ontolearn.semantic_caching.CacheWithEviction attribute) random_state_k_fold (ontolearn.experiments.Experiments attribute) RandomInitMethod (class in ontolearn.ea_initialization) range (ontolearn.learners.spell_kit.o2p_ontology.ObjectProperty attribute) range_cn_ctr (ontolearn.learners.spell_kit.structures.TBox attribute) ranges (ontolearn.learners.spell_kit.structures.TBox attribute) rBlhs (ontolearn.learners.spell_kit.structures.TBox attribute) rBrhs (ontolearn.learners.spell_kit.structures.TBox attribute) rdf_prefix (in module ontolearn.triple_store) rdfs_prefix (in module ontolearn.triple_store) read() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) read_csv() (in module ontolearn.utils) read_individuals_file() (in module ontolearn.utils) read_named_classes_file() (in module ontolearn.utils) real_coverage() (in module ontolearn.learners.spell_kit.fitting) reasoner (ontolearn.executor.Trainer attribute) (ontolearn.learners.base.BaseConceptLearner attribute), [1] (ontolearn.learners.base.RefinementBasedConceptLearner attribute) (ontolearn.learners.BaseConceptLearner attribute), [1] (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.EvoLearner attribute), [1] (ontolearn.learners.evolearner.EvoLearner attribute), [1] (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) (ontolearn.learners.RefinementBasedConceptLearner attribute) (ontolearn.learners.sat_base.SATBaseLearner attribute) (ontolearn.triple_store.TripleStore attribute) Recall (class in ontolearn.metrics) redundancy_check() (ontolearn.abstracts.DRILLAbstractTree method) refine() (ontolearn.abstracts.BaseRefinement method) (ontolearn.refinement_operators.ExpressRefinement method) (ontolearn.refinement_operators.LengthBasedRefinement method) (ontolearn.refinement_operators.ModifiedCELOERefinement method) (ontolearn.refinement_operators.NERORefinement method) refine_atomic_concept() (ontolearn.refinement_operators.ExpressRefinement method) (ontolearn.refinement_operators.LengthBasedRefinement method) (ontolearn.refinement_operators.ModifiedCELOERefinement method) refine_complement_of() (ontolearn.refinement_operators.ExpressRefinement method) (ontolearn.refinement_operators.LengthBasedRefinement method) (ontolearn.refinement_operators.ModifiedCELOERefinement method) refine_data_has_value() (ontolearn.refinement_operators.ExpressRefinement method) (ontolearn.refinement_operators.ModifiedCELOERefinement method) refine_data_some_values_from() (ontolearn.refinement_operators.ExpressRefinement method) (ontolearn.refinement_operators.ModifiedCELOERefinement method) refine_object_all_values_from() (ontolearn.refinement_operators.ExpressRefinement method) (ontolearn.refinement_operators.LengthBasedRefinement method) (ontolearn.refinement_operators.ModifiedCELOERefinement method) refine_object_intersection_of() (ontolearn.refinement_operators.ExpressRefinement method) (ontolearn.refinement_operators.LengthBasedRefinement method) (ontolearn.refinement_operators.ModifiedCELOERefinement method) refine_object_max_card_restriction() (ontolearn.refinement_operators.ExpressRefinement method) (ontolearn.refinement_operators.ModifiedCELOERefinement method) refine_object_min_card_restriction() (ontolearn.refinement_operators.ExpressRefinement method) (ontolearn.refinement_operators.ModifiedCELOERefinement method) refine_object_some_values_from() (ontolearn.refinement_operators.ExpressRefinement method) (ontolearn.refinement_operators.LengthBasedRefinement method) (ontolearn.refinement_operators.ModifiedCELOERefinement method) refine_object_union_of() (ontolearn.refinement_operators.ExpressRefinement method) (ontolearn.refinement_operators.LengthBasedRefinement method) (ontolearn.refinement_operators.ModifiedCELOERefinement method) refine_top() (ontolearn.refinement_operators.LengthBasedRefinement method) refinement_count (ontolearn.abstracts.AbstractOEHeuristicNode property) (ontolearn.search.OENode property) refinement_op (ontolearn.learners.NERO attribute) (ontolearn.learners.nero.NERO attribute) RefinementBasedConceptLearner (class in ontolearn.learners) (class in ontolearn.learners.base)

refresh() (ontolearn.learners.CLIP method) (ontolearn.learners.clip.CLIP method) (ontolearn.learners.NCES method) (ontolearn.learners.nces.NCES method) (ontolearn.learners.NCES2 method) (ontolearn.learners.nces2.NCES2 method) register_cn() (ontolearn.learners.spell_kit.structures.TBox method) register_factories() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) register_factory() (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader method) register_op() (ontolearn.learners.EvoLearner method) (ontolearn.learners.evolearner.EvoLearner method) register_rn() (ontolearn.learners.spell_kit.structures.TBox method) register_type() (ontolearn.learners.spell_kit.o2p_ontology.Expression class method) RegularizedEvolution (class in ontolearn.ea_algorithms) rel_idx (ontolearn.data_struct.TriplesDataset attribute) relation2idx (ontolearn.data_struct.TriplesData attribute) relations (ontolearn.data_struct.TriplesData attribute) remove_axiom() (ontolearn.triple_store.TripleStoreOntology method) remove_child() (ontolearn.search.LBLNode method) render_tokens_as_class_expr() (ontolearn.concept_abstract_syntax_tree.ConceptAbstractSyntaxTreeBuilder method) renderer (ontolearn.base_nces.BaseNCES attribute) (ontolearn.refinement_operators.NERORefinement attribute) (ontolearn.search.OENode attribute) (ontolearn.search.RL_State attribute) report_classification (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) report_results() (ontolearn.experiments.Experiments static method) representation_mode (ontolearn.learners.drill.DepthAbstractDrill attribute) reset() (ontolearn.value_splitter.AbstractValueSplitter method) (ontolearn.value_splitter.EntropyValueSplitter method) residual_convolution() (ontolearn.nces_modules.ConEx method) restrict_nb() (in module ontolearn.learners.spell_kit.fitting) restrict_to_neighborhood() (in module ontolearn.learners.spell_kit.structures) Restriction (class in ontolearn.learners.spell_kit.o2p_ontology) retrieve() (in module ontolearn.semantic_caching) (ontolearn.data_struct.Experience method) retrieve_concept_chain() (ontolearn.learners.Drill static method) (ontolearn.learners.drill.Drill static method) retrieve_other_reasoner() (in module ontolearn.semantic_caching) reward_func (ontolearn.learners.drill.DepthAbstractDrill attribute) reward_of_goal (ontolearn.heuristics.CeloeBasedReward attribute) rewards (ontolearn.data_struct.Experience attribute) rho (ontolearn.learning_problem_generator.LearningProblemGenerator attribute) (ontolearn.lp_generator.helper_classes.ConceptDescriptionGenerator attribute) right (ontolearn.concept_abstract_syntax_tree.And attribute) (ontolearn.concept_abstract_syntax_tree.Or attribute) rl_learning_loop() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) RL_State (class in ontolearn.search) rn_ext (ontolearn.learners.spell_kit.structures.Structure attribute) rnn_n_layers (ontolearn.learners.NCES attribute) (ontolearn.learners.nces.NCES attribute) rns (ontolearn.learners.spell_kit.structures.TBox attribute) ROCES (class in ontolearn.learners) (class in ontolearn.learners.roces) ROCESDataset (class in ontolearn.data_struct) ROCESDatasetInference (class in ontolearn.data_struct) Role (class in ontolearn.nero_utils) role (ontolearn.concept_abstract_syntax_tree.Cardinality attribute) (ontolearn.concept_abstract_syntax_tree.Exists attribute) (ontolearn.concept_abstract_syntax_tree.Forall attribute) (ontolearn.nero_utils.ExistentialQuantifierExpression attribute) (ontolearn.nero_utils.UniversalQuantifierExpression attribute) role_assertion() (ontolearn.learners.spell_kit.structures.ABoxBuilder method) role_incs (ontolearn.learners.spell_kit.structures.TBox attribute) role_names (ontolearn.learners.spell_kit.structures.ABoxBuilder attribute) rolenames() (in module ontolearn.learners.spell_kit.structures) root() (in module ontolearn.scripts.run) Rule (class in ontolearn.learners.spell_kit.o2p_ontology) rules (ontolearn.learners.spell_kit.o2p_ontology.Ontology property) run_non_semantic_cache() (in module ontolearn.semantic_caching) run_semantic_cache() (in module ontolearn.semantic_caching)

S

S (ontolearn.data_struct.PrepareBatchOfTraining attribute) (ontolearn.nces_modules.PMA attribute) (ontolearn.nero_architectures.PMA attribute) S_Prime (ontolearn.data_struct.PrepareBatchOfTraining attribute) SAB (class in ontolearn.nces_modules) (class in ontolearn.nero_architectures) same_individuals() (ontolearn.triple_store.TripleStoreReasoner method) sample_examples() (in module ontolearn.nces_utils) (ontolearn.lp_generator.helper_classes.KB2Data method) (ontolearn.lp_generator.KB2Data method) sample_fillers_count (ontolearn.refinement_operators.ExpressRefinement attribute) sampling_strategy (ontolearn.data_struct.ROCESDataset attribute) (ontolearn.data_struct.ROCESDatasetInference attribute) (ontolearn.learners.NCES2 attribute) (ontolearn.learners.nces2.NCES2 attribute) sanity_checking_args() (in module ontolearn.utils) SATBaseLearner (class in ontolearn.learners.sat_base) saturate() (ontolearn.learners.spell_kit.structures.TBox method) saturate_role_incs() (ontolearn.learners.spell_kit.structures.TBox method) save() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) (ontolearn.triple_store.TripleStoreOntology method) save_best_hypothesis() (ontolearn.executor.Trainer method) (ontolearn.learners.base.BaseConceptLearner method) (ontolearn.learners.BaseConceptLearner method) save_current_top_n_nodes() (ontolearn.abstracts.DRILLAbstractTree static method) save_data() (ontolearn.lp_generator.helper_classes.KB2Data method) (ontolearn.lp_generator.KB2Data method) save_owl_class_expressions() (in module ontolearn.utils.static_funcs) save_weights() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) score() (ontolearn.learners.drill.DrillHeuristic method) score2() (ontolearn.abstracts.AbstractScorer method) (ontolearn.metrics.Accuracy method) (ontolearn.metrics.F1 method) (ontolearn.metrics.Precision method) (ontolearn.metrics.Recall method) (ontolearn.metrics.WeightedAccuracy method) score_elp() (ontolearn.abstracts.AbstractScorer method) search() (ontolearn.learners.NERO method) (ontolearn.learners.nero.NERO method) search_algo (ontolearn.learning_problem_generator.LearningProblemGenerator attribute) search_mode (ontolearn.learners.SPELL attribute), [1] (ontolearn.learners.spell.SPELL attribute), [1] search_tree (ontolearn.learners.CELOE attribute), [1] (ontolearn.learners.celoe.CELOE attribute), [1] (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.Drill attribute) (ontolearn.learners.NERO attribute) (ontolearn.learners.nero.NERO attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) search_with_init() (ontolearn.learners.NERO method) (ontolearn.learners.nero.NERO method) search_with_smart_init() (ontolearn.learners.NERO method) (ontolearn.learners.nero.NERO method) SearchAlgos (in module ontolearn.learning_problem_generator) SearchTree (class in ontolearn.nero_utils) SearchTreePriorityQueue (class in ontolearn.search) seen_examples (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) select_next_state() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) SELECTION (ontolearn.ea_utils.ToolboxVocabulary attribute) semantic_caching_size() (in module ontolearn.semantic_caching) send_http_request_to_ts_and_fetch_results() (in module ontolearn.triple_store) sequence_of_actions() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) serializer() (in module ontolearn.utils) set_input_examples() (ontolearn.refinement_operators.LengthBasedRefinement method) set_k() (ontolearn.data_struct.ROCESDataset method) (ontolearn.data_struct.ROCESDatasetInference method) set_transformer_negative (ontolearn.nero_architectures.SetTransformerNet attribute) set_transformer_positive (ontolearn.nero_architectures.SetTransformerNet attribute) SetTransformer (class in ontolearn.nces_architectures) (class in ontolearn.nero_architectures) SetTransformerNet (class in ontolearn.nero_architectures) setup_logging() (in module ontolearn.utils) (in module ontolearn.utils.log_config) show_best_nodes() (ontolearn.abstracts.DRILLAbstractTree method) show_current_search_tree() (ontolearn.search.DRILLSearchTreePriorityQueue method) show_num_learnable_params() (ontolearn.clip_trainer.CLIPTrainer method) show_num_trainable_params() (ontolearn.nces_trainer.NCESTrainer static method) show_search_tree() (ontolearn.abstracts.DRILLAbstractTree method) (ontolearn.abstracts.LBLSearchTree method) (ontolearn.learners.base.RefinementBasedConceptLearner method) (ontolearn.learners.CELOE method) (ontolearn.learners.celoe.CELOE method) (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) (ontolearn.learners.RefinementBasedConceptLearner method) (ontolearn.search.SearchTreePriorityQueue method) shuffle_examples (ontolearn.data_struct.CLIPDataset attribute) (ontolearn.data_struct.CLIPDatasetInference attribute) (ontolearn.data_struct.NCESDataset attribute) (ontolearn.data_struct.NCESDatasetInference attribute) sigma (ontolearn.learners.spell_kit.fitting_alc.FittingALC attribute)

Signature (in module ontolearn.learners.spell_kit.structures) SimpleSolution (class in ontolearn.nces_utils) Simul (in module ontolearn.learners.spell_kit.fitting) simul (ontolearn.learners.spell_kit.fitting.Variables attribute) simulation_constraints() (in module ontolearn.learners.spell_kit.fitting) size (ontolearn.nero_utils.ClassExpression property) (ontolearn.nero_utils.TargetClassExpression property) size_of_fc1 (ontolearn.learners.drill.DrillNet attribute) skipping (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader attribute) solution2sparql() (in module ontolearn.learners.spell_kit.structures) solve() (in module ontolearn.learners.spell_kit.fitting) (ontolearn.learners.spell_kit.fitting_alc.FittingALC method) solve_approx() (ontolearn.learners.spell_kit.fitting_alc.FittingALC method) solve_approx2() (ontolearn.learners.spell_kit.fitting_alc.FittingALC method) solve_incr() (in module ontolearn.learners.spell_kit.fitting) (ontolearn.learners.spell_kit.fitting_alc.FittingALC method) solve_incr_approx() (ontolearn.learners.spell_kit.fitting_alc.FittingALC method) solver (ontolearn.learners.spell_kit.fitting_alc.FittingALC attribute) solver_solve() (in module ontolearn.learners.spell_kit.fitting_alc) SomeValues (class in ontolearn.learners.spell_kit.o2p_ontology) sort_search_tree_by_decreasing_order() (ontolearn.abstracts.DRILLAbstractTree method) sorted_examples (ontolearn.data_struct.CLIPDataset attribute) (ontolearn.data_struct.CLIPDatasetInference attribute) (ontolearn.data_struct.NCESDataset attribute) (ontolearn.data_struct.NCESDatasetInference attribute) (ontolearn.learners.NCES attribute) (ontolearn.learners.nces.NCES attribute) SPARQLQueryLearner (class in ontolearn.learners) (class in ontolearn.learners.sparql_query_learner) SPECIAL_CHARS (in module ontolearn.learners.spell_kit.o2p_ontology) SPELL (class in ontolearn.learners) (class in ontolearn.learners.spell) Split (class in ontolearn.value_splitter) start() (ontolearn.experiments.Experiments method) start_class (ontolearn.learners.base.RefinementBasedConceptLearner attribute), [1] (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) (ontolearn.learners.RefinementBasedConceptLearner attribute), [1] start_concept_size (ontolearn.learners.ALCSAT attribute), [1] (ontolearn.learners.alcsat.ALCSAT attribute), [1] start_KFold() (ontolearn.experiments.Experiments method) start_time (ontolearn.learners.base.BaseConceptLearner attribute), [1] (ontolearn.learners.base.RefinementBasedConceptLearner attribute) (ontolearn.learners.BaseConceptLearner attribute), [1] (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) (ontolearn.learners.EvoLearner attribute) (ontolearn.learners.evolearner.EvoLearner attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) (ontolearn.learners.RefinementBasedConceptLearner attribute) (ontolearn.learners.sat_base.SATBaseLearner attribute) starting_query_size (ontolearn.learners.SPELL attribute) (ontolearn.learners.spell.SPELL attribute) startNodeBonus (ontolearn.heuristics.CELOEHeuristic attribute) State (class in ontolearn.nero_utils) stop_at_goal (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.Drill attribute) storage_path (ontolearn.clip_trainer.CLIPTrainer attribute) (ontolearn.nces_trainer.NCESTrainer attribute) store_report() (ontolearn.experiments.Experiments static method) str_ae_to_neg_ae (ontolearn.refinement_operators.NERORefinement attribute) str_individuals (ontolearn.nero_utils.ClassExpression attribute) (ontolearn.nero_utils.State attribute) (ontolearn.nero_utils.TargetClassExpression attribute) str_nc_star (ontolearn.refinement_operators.NERORefinement attribute) str_to_obj_instance_mapping (ontolearn.search.DRILLSearchTreePriorityQueue attribute) (ontolearn.search.SearchTreePriorityQueue attribute) strategy (ontolearn.semantic_caching.CacheWithEviction attribute) STreeNode (class in ontolearn.learners.spell_kit.fitting_alc) strictness (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader attribute) Structure (class in ontolearn.learners.spell_kit.structures) structure_from_owl() (in module ontolearn.learners.spell_kit.structures) structure_to_dot() (in module ontolearn.learners.spell_kit.structures) sub_classes() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) sub_data_properties() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) sub_object_properties() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) SubClassOf (class in ontolearn.learners.spell_kit.o2p_ontology) subject (ontolearn.learners.spell_kit.o2p_ontology.Rule property) (ontolearn.learners.spell_kit.o2p_ontology.SubProperty attribute) subproperties (ontolearn.learners.spell_kit.o2p_ontology.Ontology property) SubProperty (class in ontolearn.learners.spell_kit.o2p_ontology) suf() (in module ontolearn.triple_store) super_classes() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) super_data_properties() (ontolearn.triple_store.TripleStoreReasoner method) super_object_properties() (ontolearn.triple_store.TripleStoreReasoner method) SuperProp (class in ontolearn.search) synthesizer (ontolearn.nces_trainer.NCESTrainer attribute)

T

T (in module ontolearn.learners.spell_kit.fitting_alc) tag2name() (in module ontolearn.learners.spell_kit.structures) tag_annotation_prop (in module ontolearn.learners.spell_kit.structures) tag_class (in module ontolearn.learners.spell_kit.structures) tag_data_prop (in module ontolearn.learners.spell_kit.structures) tag_ni (in module ontolearn.learners.spell_kit.structures) tag_object_prop (in module ontolearn.learners.spell_kit.structures) tag_onto (in module ontolearn.learners.spell_kit.structures) tag_thing (in module ontolearn.learners.spell_kit.structures) tag_type (in module ontolearn.learners.spell_kit.structures) tail_idx (ontolearn.data_struct.TriplesDataset attribute) target_class_expressions (ontolearn.learners.NERO attribute) (ontolearn.learners.nero.NERO attribute) TargetClassExpression (class in ontolearn.nero_utils) tasks (ontolearn.tentris.TentrisKnowledgeBase attribute) TBox (class in ontolearn.learners.spell_kit.structures) tbox() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) tce (ontolearn.nero_utils.State attribute) TDL (class in ontolearn.learners) (class in ontolearn.learners.tree_learner) TentrisKnowledgeBase (class in ontolearn.tentris) TentrisOntology (class in ontolearn.tentris) TentrisReasoner (class in ontolearn.tentris) terminate() (ontolearn.learners.base.BaseConceptLearner method) (ontolearn.learners.base.RefinementBasedConceptLearner method) (ontolearn.learners.BaseConceptLearner method) (ontolearn.learners.RefinementBasedConceptLearner method) terminate_on_goal (ontolearn.learners.base.BaseConceptLearner attribute), [1] (ontolearn.learners.base.RefinementBasedConceptLearner attribute) (ontolearn.learners.BaseConceptLearner attribute), [1] (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.CLIP attribute) (ontolearn.learners.clip.CLIP attribute) (ontolearn.learners.EvoLearner attribute) (ontolearn.learners.evolearner.EvoLearner attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) (ontolearn.learners.RefinementBasedConceptLearner attribute) terminate_training() (ontolearn.learners.Drill method) (ontolearn.learners.drill.DepthAbstractDrill method) (ontolearn.learners.drill.Drill method) Thing (class in ontolearn.learners.spell_kit.o2p_ontology) thing (ontolearn.concept_generator.ConceptGenerator property) timeout (ontolearn.learners.ALCSAT attribute) (ontolearn.learners.alcsat.ALCSAT attribute) tmax (ontolearn.base_nces.BaseNCES attribute) (ontolearn.nces_trainer.NCESTrainer attribute) to_asciitree() (ontolearn.learners.spell_kit.fitting_alc.STreeNode method) to_dict() (ontolearn.concept_abstract_syntax_tree.And method) (ontolearn.concept_abstract_syntax_tree.Atoms method) (ontolearn.concept_abstract_syntax_tree.Cardinality method) (ontolearn.concept_abstract_syntax_tree.Exists method) (ontolearn.concept_abstract_syntax_tree.Expr method) (ontolearn.concept_abstract_syntax_tree.Forall method) (ontolearn.concept_abstract_syntax_tree.Not method) (ontolearn.concept_abstract_syntax_tree.Or method) to_latex() (ontolearn.learners.spell_kit.o2p_ontology.ClassIdentifier method) (ontolearn.learners.spell_kit.o2p_ontology.Intersection method) (ontolearn.learners.spell_kit.o2p_ontology.OntologyObject method) (ontolearn.learners.spell_kit.o2p_ontology.Restriction method) (ontolearn.learners.spell_kit.o2p_ontology.SomeValues method) (ontolearn.learners.spell_kit.o2p_ontology.SubClassOf method) (ontolearn.learners.spell_kit.o2p_ontology.TopClass method) to_string() (ontolearn.concept_abstract_syntax_tree.And method) (ontolearn.concept_abstract_syntax_tree.Atoms method) (ontolearn.concept_abstract_syntax_tree.Cardinality method) (ontolearn.concept_abstract_syntax_tree.Exists method) (ontolearn.concept_abstract_syntax_tree.Expr method) (ontolearn.concept_abstract_syntax_tree.Forall method) (ontolearn.concept_abstract_syntax_tree.Not method) (ontolearn.concept_abstract_syntax_tree.Or method) (ontolearn.learners.spell_kit.fitting_alc.STreeNode method) (ontolearn.learners.spell_kit.o2p_ontology.AllValues method) (ontolearn.learners.spell_kit.o2p_ontology.Cardinality method) (ontolearn.learners.spell_kit.o2p_ontology.HasSelf method) (ontolearn.learners.spell_kit.o2p_ontology.HasValue method) (ontolearn.learners.spell_kit.o2p_ontology.MaxCardinality method) (ontolearn.learners.spell_kit.o2p_ontology.MinCardinality method) (ontolearn.learners.spell_kit.o2p_ontology.Quantifier method) (ontolearn.learners.spell_kit.o2p_ontology.SomeValues method)

tokenizer (ontolearn.nces_utils.SimpleSolution attribute) toolbox (ontolearn.learners.EvoLearner attribute), [1] (ontolearn.learners.evolearner.EvoLearner attribute), [1] ToolboxVocabulary (class in ontolearn.ea_utils) TOP (in module ontolearn.learners.spell_kit.fitting_alc) top (ontolearn.learners.spell_kit.structures.TBox attribute) top_refinements (ontolearn.refinement_operators.LengthBasedRefinement attribute) (ontolearn.refinement_operators.NERORefinement attribute) TopClass (class in ontolearn.learners.spell_kit.o2p_ontology) total_fits (ontolearn.learners.EvoLearner attribute) (ontolearn.learners.evolearner.EvoLearner attribute) tournament_size (ontolearn.learners.EvoLearner attribute), [1] (ontolearn.learners.evolearner.EvoLearner attribute), [1] TRACE (in module ontolearn.utils.oplogging) train() (ontolearn.binders.DLLearnerBinder static method) (ontolearn.clip_trainer.CLIPTrainer method) (ontolearn.learners.base.BaseConceptLearner method) (ontolearn.learners.BaseConceptLearner method) (ontolearn.learners.CLIP method) (ontolearn.learners.clip.CLIP method) (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) (ontolearn.learners.NCES method) (ontolearn.learners.nces.NCES method) (ontolearn.learners.NCES2 method) (ontolearn.learners.nces2.NCES2 method) (ontolearn.learners.NERO method) (ontolearn.learners.nero.NERO method) (ontolearn.nces_trainer.NCESTrainer method) train_step() (ontolearn.nces_trainer.NCESTrainer method) Trainer (class in ontolearn.executor) transform_string() (in module ontolearn.executor) Tree (in module ontolearn.ea_utils) tree_depth (ontolearn.search.EvoLearnerNode property) tree_length (ontolearn.search.EvoLearnerNode property) tree_node() (ontolearn.learners.CELOE method) (ontolearn.learners.celoe.CELOE method) tree_node_symbols (ontolearn.learners.spell_kit.fitting_alc.FittingALC attribute) tree_query_constraints() (in module ontolearn.learners.spell_kit.fitting) TREE_TEMPLATE_LIMIT (in module ontolearn.learners.spell_kit.fitting_alc) TREE_TEMPLATES (in module ontolearn.learners.spell_kit.fitting_alc) tree_templates (ontolearn.learners.ALCSAT attribute), [1] (ontolearn.learners.alcsat.ALCSAT attribute), [1] (ontolearn.learners.spell_kit.fitting_alc.FittingALC attribute) TreeNode (class in ontolearn.search) triples (ontolearn.data_struct.TriplesData attribute) triples() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) triples_data (ontolearn.data_struct.ROCESDataset attribute) (ontolearn.data_struct.ROCESDatasetInference attribute) (ontolearn.learners.NCES2 attribute) (ontolearn.learners.nces2.NCES2 attribute) TriplesData (class in ontolearn.data_struct) TriplesDataset (class in ontolearn.data_struct) TripleStore (class in ontolearn.triple_store) TripleStoreOntology (class in ontolearn.triple_store) TripleStoreReasoner (class in ontolearn.triple_store) try_get_embs() (in module ontolearn.nces_utils) type (ontolearn.nero_utils.AtomicExpression attribute) (ontolearn.nero_utils.ClassExpression attribute) (ontolearn.nero_utils.ComplementOfAtomicExpression attribute) (ontolearn.nero_utils.ExistentialQuantifierExpression attribute) (ontolearn.nero_utils.IntersectionClassExpression attribute) (ontolearn.nero_utils.TargetClassExpression attribute) (ontolearn.nero_utils.UnionClassExpression attribute) (ontolearn.nero_utils.UniversalQuantifierExpression attribute) type_counts (ontolearn.ea_initialization.EARandomWalkInitialization attribute) TYPE_ENCODING (in module ontolearn.learners.spell_kit.fitting_alc) type_encoding (ontolearn.learners.ALCSAT attribute), [1] (ontolearn.learners.alcsat.ALCSAT attribute), [1] (ontolearn.learners.spell_kit.fitting_alc.FittingALC attribute) types (ontolearn.learners.spell_kit.fitting_alc.FittingALC attribute) types() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) types_of_individuals (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute)

U

UNDERLINE (ontolearn.learners.spell_kit.fitting_alc.bcolors attribute) Union (class in ontolearn.learners.spell_kit.o2p_ontology) UNION (ontolearn.ea_utils.OperatorVocabulary attribute) union() (ontolearn.concept_generator.ConceptGenerator method) union_from_iterables() (ontolearn.concept_generator.ConceptGenerator static method) UnionClassExpression (class in ontolearn.nero_utils) unique_atom_concept_names (ontolearn.concept_abstract_syntax_tree.ConceptAbstractSyntaxTreeBuilder attribute) unique_roles (ontolearn.concept_abstract_syntax_tree.ConceptAbstractSyntaxTreeBuilder attribute) UNIVERSAL (ontolearn.ea_utils.OperatorVocabulary attribute) universal_restriction() (ontolearn.concept_generator.ConceptGenerator method) UniversalQuantifierExpression (class in ontolearn.nero_utils) unwrap() (in module ontolearn.triple_store) update_min_max_horiz_exp() (ontolearn.learners.CELOE method) (ontolearn.learners.celoe.CELOE method) update_search() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) updating_node() (ontolearn.learners.CELOE method) (ontolearn.learners.celoe.CELOE method) upward_refine() (ontolearn.learners.NERO method) (ontolearn.learners.nero.NERO method) url (ontolearn.triple_store.TripleStore attribute) (ontolearn.triple_store.TripleStoreOntology attribute) (ontolearn.triple_store.TripleStoreReasoner attribute) (ontolearn.verbalizer.LLMVerbalizer attribute) use_all_constructor (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) use_boolean_datatype (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) use_cache (ontolearn.triple_store.TripleStoreOntology attribute)

use_card_restrictions (ontolearn.learners.EvoLearner attribute), [1] (ontolearn.learners.evolearner.EvoLearner attribute), [1] (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) (ontolearn.refinement_operators.LengthBasedRefinement attribute) (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) use_data_properties (ontolearn.learners.EvoLearner attribute), [1] (ontolearn.learners.evolearner.EvoLearner attribute), [1] (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) (ontolearn.refinement_operators.LengthBasedRefinement attribute) use_individuals_cache (ontolearn.tentris.TentrisKnowledgeBase attribute) use_inverse (ontolearn.learners.EvoLearner attribute), [1] (ontolearn.learners.evolearner.EvoLearner attribute), [1] (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) (ontolearn.refinement_operators.LengthBasedRefinement attribute) (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) use_negation (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) use_nominals (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) (ontolearn.refinement_operators.LengthBasedRefinement attribute) use_numeric_datatypes (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) use_time_datatypes (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) used_properties (ontolearn.value_splitter.Split attribute) uses_complex_filters (ontolearn.learners.sparql_query_learner.SPARQLQueryLearner attribute) (ontolearn.learners.SPARQLQueryLearner attribute)

V

V (in module ontolearn.learners.spell_kit.fitting_alc) valid_learning_problems (ontolearn.learning_problem_generator.LearningProblemGenerator attribute) value (ontolearn.learners.spell_kit.o2p_ontology.HasValue attribute) value_splitter (ontolearn.learners.EvoLearner attribute), [1] (ontolearn.learners.evolearner.EvoLearner attribute), [1] (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) Values (in module ontolearn.value_splitter) var_counter (in module ontolearn.learners.spell_kit.fitting) varcount (ontolearn.learners.spell_kit.o2p_ontology.Expression attribute) Variables (class in ontolearn.learners.spell_kit.fitting) vars (ontolearn.learners.spell_kit.fitting_alc.FittingALC attribute) verbalize (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) verbalize() (in module ontolearn.utils.static_funcs) verbalize_learner_prediction() (in module ontolearn.verbalizer)

verbose (ontolearn.base_nces.BaseNCES attribute) (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) (ontolearn.learners.NERO attribute) (ontolearn.learners.nero.NERO attribute) (ontolearn.learners.spell_kit.o2p_owl_parser.OWLReader attribute) (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) (ontolearn.search.DRILLSearchTreePriorityQueue attribute) vocab (ontolearn.base_nces.BaseNCES attribute) (ontolearn.data_struct.NCESBaseDataset attribute) (ontolearn.nces_architectures.GRU attribute) (ontolearn.nces_architectures.LSTM attribute) (ontolearn.nces_architectures.SetTransformer attribute) vocabs (ontolearn.concept_abstract_syntax_tree.ConceptAbstractSyntaxTreeBuilder attribute)

W

WARNING (in module ontolearn.utils.oplogging) (ontolearn.learners.spell_kit.fitting_alc.bcolors attribute)

WeightedAccuracy (class in ontolearn.metrics) write_dl_learner_config() (ontolearn.binders.DLLearnerBinder method)

X

X (in module ontolearn.learners.spell_kit.fitting_alc) (ontolearn.data_struct.PrepareBatchOfPrediction attribute) (ontolearn.data_struct.PrepareBatchOfTraining attribute) (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute)

xsd_prefix (in module ontolearn.triple_store)

Y

y (ontolearn.data_struct.PrepareBatchOfTraining attribute) (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute)

Z

Z (in module ontolearn.learners.spell_kit.fitting_alc)