Index

A

adaptive_assess() (in module knowledgespaces.api) adaptive_assess_from_fit() (in module knowledgespaces.api) aggregate() (knowledgespaces.estimation.incomplete.IncompleteResponseMatrix method) aicc() (in module knowledgespaces.estimation.reporting) Algorithm (in module knowledgespaces.query.block2) allow_cycles (knowledgespaces.curriculum.CurriculumResult attribute) as_family() (knowledgespaces.structures.knowledge_base.KnowledgeBase method) (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method) assess() (in module knowledgespaces.api) assess_from_fit() (in module knowledgespaces.api)

AssessmentEvaluation (class in knowledgespaces.assessment.workflows) AssessmentResult (class in knowledgespaces.assessment.workflows) AssessmentStep (class in knowledgespaces.assessment.workflows) assignment_to_dict() (in module knowledgespaces.io.curriculum) AssignmentDiagnostics (class in knowledgespaces.curriculum) assumed_antisymmetric_pairs (knowledgespaces.query.block1.Block1Result property) atomic_items() (knowledgespaces.derivation.skill_map.SkillMap method) atoms() (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method) Attribution (class in knowledgespaces.structures.attribution) attribution_to_dict() (in module knowledgespaces.io.json)

B

base (knowledgespaces.structures.knowledge_base.KnowledgeBase property) base() (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method) beta_dict() (knowledgespaces.estimation.blim_em.BLIMEstimate method) beta_for() (knowledgespaces.estimation.blim_em.BLIMEstimate method) BLIM (class in knowledgespaces.assessment.blim) blim_jacobian() (in module knowledgespaces.estimation.identifiability) blim_reliability() (in module knowledgespaces.metrics.reliability) blim_report() (in module knowledgespaces.estimation.reporting) blim_residuals() (in module knowledgespaces.estimation.diagnostics) blim_tradeoffs() (in module knowledgespaces.estimation.tradeoffs) BLIMConstraints (class in knowledgespaces.estimation.constraints) BLIMEstimate (class in knowledgespaces.estimation.blim_em) BLIMParameter (class in knowledgespaces.estimation.tradeoffs) BLIMParams (class in knowledgespaces.assessment.blim) BLIMPrediction (class in knowledgespaces.estimation.prediction) BLIMReliability (class in knowledgespaces.metrics.reliability)

BLIMReport (class in knowledgespaces.estimation.reporting) BLIMResiduals (class in knowledgespaces.estimation.diagnostics) BLIMTradeoffs (class in knowledgespaces.estimation.tradeoffs) block() (knowledgespaces.estimation.tradeoffs.BLIMTradeoffs method) Block1Result (class in knowledgespaces.query.block1) Block1Stats (class in knowledgespaces.query.block1) blocked_objects (knowledgespaces.curriculum.CurriculumReachability attribute) BlockNResult (class in knowledgespaces.query.block2) BlockNStats (class in knowledgespaces.query.block2) boolean_matrix_product() (in module knowledgespaces.io.patterns) bootstrap_blim_incomplete() (in module knowledgespaces.estimation.incomplete_bootstrap) bootstrap_gof() (in module knowledgespaces.estimation.bootstrap) bootstrap_model_comparison() (in module knowledgespaces.estimation.comparison) bootstrap_slm() (in module knowledgespaces.estimation.slm) BootstrapGOF (class in knowledgespaces.estimation.bootstrap) BootstrapModelComparison (class in knowledgespaces.estimation.comparison) BootstrapParameterSummary (class in knowledgespaces.estimation.bootstrap)

C

CallbackExpert (class in knowledgespaces.query.expert) CBKSTResult (class in knowledgespaces.derivation.cbkst) check_identifiability() (in module knowledgespaces.estimation.identifiability) classify() (knowledgespaces.estimation.prediction.BLIMPrediction method) clauses_for() (knowledgespaces.structures.attribution.Attribution method) (knowledgespaces.structures.surmise_function.SurmiseFunction method) Coefficient (class in knowledgespaces.estimation.reporting) cohens_kappa() (in module knowledgespaces.metrics.agreement) collective_outer_fringe() (knowledgespaces.derivation.competence.CompetenceModel method) compare_models() (in module knowledgespaces.estimation.comparison) compatible_competencies() (in module knowledgespaces.derivation.inverse) compatible_family (knowledgespaces.derivation.multimap_family.CompetenceInverseReport property) compatible_states() (knowledgespaces.derivation.competence.CompetenceModel method)

compatible_with() (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method) competence_family (knowledgespaces.derivation.multimap_family.ProblemFunction property) CompetenceInverseReport (class in knowledgespaces.derivation.multimap_family) CompetenceModel (class in knowledgespaces.derivation.competence) competencies_for() (knowledgespaces.derivation.skill_map.SkillMultiMap method) complete() (knowledgespaces.curriculum.SkillAssignment method) completed (knowledgespaces.curriculum.CurriculumResult attribute) compliant (knowledgespaces.curriculum.AssignmentDiagnostics property) ConvergenceWarning counterexamples() (in module knowledgespaces.derivation.iita) CurriculumCompletionError CurriculumReachability (class in knowledgespaces.curriculum) CurriculumResult (class in knowledgespaces.curriculum)

D

data_signature (knowledgespaces.estimation.blim_em.BLIMEstimate attribute) derive() (knowledgespaces.curriculum.SkillAssignment method) derive_knowledge_structure() (in module knowledgespaces.derivation.cbkst) descriptive_tail_fraction (knowledgespaces.estimation.bootstrap.BootstrapGOF property) (knowledgespaces.estimation.incomplete_bootstrap.IncompleteBootstrap property) diagnostics() (knowledgespaces.curriculum.SkillAssignment method) dict_to_assignment() (in module knowledgespaces.io.curriculum) dict_to_attribution() (in module knowledgespaces.io.json) dict_to_family() (in module knowledgespaces.io.json) dict_to_relation() (in module knowledgespaces.io.json)

dict_to_skill_map() (in module knowledgespaces.io.json) dict_to_skill_multimap() (in module knowledgespaces.io.json) dict_to_structure() (in module knowledgespaces.io.json) dict_to_surmise_function() (in module knowledgespaces.io.json) directional_distances() (in module knowledgespaces.metrics.distances) DirectionalDistances (class in knowledgespaces.metrics.distances) domain (knowledgespaces.structures.knowledge_structure.KnowledgeStructure property) (knowledgespaces.structures.surmise_function.SurmiseFunction property) dual() (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method) (knowledgespaces.structures.set_family.SetFamily method)

E

effective_counts (knowledgespaces.estimation.blim_em.ResponseMatrix property) effective_outer_fringe() (knowledgespaces.derivation.competence.CompetenceModel method) empirical_structure() (in module knowledgespaces.derivation.empirical) entropy (knowledgespaces.assessment.blim.StatePosterior property) (knowledgespaces.assessment.multiplicative.MultiplicativePosterior property) equivalence_class() (knowledgespaces.derivation.competence.CompetenceModel method) equivalence_classes (knowledgespaces.derivation.multimap_family.ProblemFunction property) estimate_blim() (in module knowledgespaces.estimation.blim_em) estimate_blim_incomplete() (in module knowledgespaces.estimation.incomplete) estimate_blim_incomplete_restarts() (in module knowledgespaces.estimation.incomplete_restarts)

estimate_blim_restarts() (in module knowledgespaces.estimation.blim_em) estimate_slm() (in module knowledgespaces.estimation.slm) estimate_slm_restarts() (in module knowledgespaces.estimation.slm) eta_dict() (knowledgespaces.estimation.blim_em.BLIMEstimate method) eta_for() (knowledgespaces.estimation.blim_em.BLIMEstimate method) evaluate_assessment() (in module knowledgespaces.assessment.workflows) expand() (knowledgespaces.structures.attribution.Attribution method) (knowledgespaces.structures.surmise_function.SurmiseFunction method) expand_response_patterns() (in module knowledgespaces.io.patterns) expected_total_errors (knowledgespaces.estimation.reporting.BLIMReport property) Expert (class in knowledgespaces.query.expert)

F

family_to_dict() (in module knowledgespaces.io.json) fit_blim() (in module knowledgespaces.api) floor() (knowledgespaces.derivation.competence.CompetenceModel method) floor_fringe() (knowledgespaces.derivation.competence.CompetenceModel method) floors (knowledgespaces.derivation.competence.CompetenceModel property) fringe_matrix() (in module knowledgespaces.io.patterns) from_adjacency_matrix() (knowledgespaces.structures.relations.SurmiseRelation class method) from_dict() (knowledgespaces.assessment.instances.InstancePool class method) from_knowledge_space() (knowledgespaces.structures.surmise_function.SurmiseFunction class method) from_matrices() (knowledgespaces.curriculum.SkillAssignment class method) from_matrix() (knowledgespaces.derivation.skill_map.SkillMap class method) (knowledgespaces.derivation.skill_map.SkillMultiMap class method)

from_pairs() (knowledgespaces.curriculum.SkillAssignment class method) from_prerequisites_dict() (knowledgespaces.structures.relations.SurmiseRelation class method) from_prior() (knowledgespaces.assessment.blim.StatePosterior class method) from_relation() (knowledgespaces.query.expert.PresetExpert class method) (knowledgespaces.structures.attribution.Attribution class method) from_skill_map() (knowledgespaces.derivation.skill_map.SkillMultiMap class method) from_states() (knowledgespaces.structures.knowledge_structure.KnowledgeStructure class method) from_structure() (knowledgespaces.structures.knowledge_base.KnowledgeBase class method) from_surmise_function() (knowledgespaces.structures.attribution.Attribution class method) from_surmise_relation() (knowledgespaces.structures.knowledge_structure.KnowledgeStructure class method) (knowledgespaces.structures.surmise_function.SurmiseFunction class method)

G

G2 (knowledgespaces.estimation.diagnostics.BLIMResiduals property) g_dict() (knowledgespaces.estimation.slm.SLMEstimate method)

GoodnessOfFit (class in knowledgespaces.estimation.blim_em) graph_edit_distance() (in module knowledgespaces.metrics.distances) group() (knowledgespaces.query.types.Query class method)

H

hanging_states() (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method) has_unique_teachers (knowledgespaces.curriculum.SkillAssignment property)

hasse_data() (in module knowledgespaces.viz.hasse) HasseData (class in knowledgespaces.viz.hasse) hausdorff() (in module knowledgespaces.metrics.distances)

I

IdentifiabilityReport (class in knowledgespaces.estimation.identifiability) identifier (knowledgespaces.curriculum.LearningObject attribute) iita() (in module knowledgespaces.derivation.iita) iita_variance() (in module knowledgespaces.derivation.iita_inference) iita_z_test() (in module knowledgespaces.derivation.iita_inference) IITAInferenceWarning IITAResult (class in knowledgespaces.derivation.iita) IITAVariance (class in knowledgespaces.derivation.iita_inference) IITAZTest (class in knowledgespaces.derivation.iita_inference) image (knowledgespaces.derivation.multimap_family.ProblemFunction property) incomplete_gof() (in module knowledgespaces.estimation.incomplete_gof) IncompleteBLIMEstimate (class in knowledgespaces.estimation.incomplete) IncompleteBLIMRestart (class in knowledgespaces.estimation.incomplete_restarts) IncompleteBLIMRestartError IncompleteBootstrap (class in knowledgespaces.estimation.incomplete_bootstrap) IncompleteGOF (class in knowledgespaces.estimation.incomplete_gof) IncompleteResponseMatrix (class in knowledgespaces.estimation.incomplete) independent_mask_pearson() (in module knowledgespaces.estimation.observation_masks) inductive_generation() (in module knowledgespaces.derivation.iita) InferenceSource (class in knowledgespaces.query.types) inner_fringe() (knowledgespaces.structures.knowledge_base.KnowledgeBase method) (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method) Instance (class in knowledgespaces.assessment.instances) InstancePool (class in knowledgespaces.assessment.instances) instances_for() (knowledgespaces.assessment.instances.InstancePool method) InstanceScore (class in knowledgespaces.assessment.instances) intersection_closure() (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method) (knowledgespaces.structures.set_family.SetFamily method) intersection_reduction() (knowledgespaces.structures.set_family.SetFamily method) intersection_with() (knowledgespaces.structures.knowledge_base.KnowledgeBase method) (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method) (knowledgespaces.structures.set_family.SetFamily method) (knowledgespaces.structures.surmise_function.SurmiseFunction method) inverse() (knowledgespaces.derivation.multimap_family.ProblemFunction method) InverseCompetenceRow (class in knowledgespaces.derivation.multimap_family) is_accessible (knowledgespaces.structures.knowledge_structure.KnowledgeStructure property)

is_acyclic (knowledgespaces.structures.surmise_function.SurmiseFunction property) is_antisymmetric() (knowledgespaces.structures.relations.SurmiseRelation method) is_backward_graded() (in module knowledgespaces.estimation.identifiability) is_closure_space (knowledgespaces.structures.knowledge_structure.KnowledgeStructure property) is_compatible (knowledgespaces.derivation.competence.CompetenceModel property) is_complete() (knowledgespaces.curriculum.SkillAssignment method) is_converged() (in module knowledgespaces.assessment.adaptive) is_discriminative (knowledgespaces.structures.knowledge_structure.KnowledgeStructure property) (knowledgespaces.structures.surmise_function.SurmiseFunction property) is_exclusive (knowledgespaces.derivation.skill_map.SkillMap property) is_floor_inclusive (knowledgespaces.derivation.competence.CompetenceModel property) is_forward_graded() (in module knowledgespaces.estimation.identifiability) is_gradation() (in module knowledgespaces.structures.reports) is_knowledge_space (knowledgespaces.structures.knowledge_structure.KnowledgeStructure property) is_learning_space (knowledgespaces.structures.knowledge_structure.KnowledgeStructure property) is_ordinal (knowledgespaces.structures.knowledge_structure.KnowledgeStructure property) (knowledgespaces.structures.surmise_function.SurmiseFunction property) is_quasi_ordinal (knowledgespaces.structures.knowledge_structure.KnowledgeStructure property) (knowledgespaces.structures.surmise_function.SurmiseFunction property) is_single_assignment (knowledgespaces.curriculum.SkillAssignment property) is_surmise_function (knowledgespaces.structures.attribution.Attribution property) is_well_graded (knowledgespaces.structures.knowledge_structure.KnowledgeStructure property) ita() (in module knowledgespaces.derivation.ita) ITAResult (class in knowledgespaces.derivation.ita) ITAThreshold (class in knowledgespaces.derivation.ita) item_equivalence_classes() (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method) (knowledgespaces.structures.relations.SurmiseRelation method) (knowledgespaces.structures.set_family.SetFamily method) item_heights (knowledgespaces.structures.knowledge_base.KnowledgeBase property) (knowledgespaces.structures.knowledge_structure.KnowledgeStructure property) item_of() (knowledgespaces.assessment.instances.InstancePool method) items (knowledgespaces.assessment.instances.InstancePool property) (knowledgespaces.structures.relations.SurmiseRelation property) ItemScore (class in knowledgespaces.assessment.adaptive) iter_gradations() (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method) iter_learning_paths() (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method)

J

jacobian() (knowledgespaces.estimation.slm.SLMEstimate method) JacobianBlock (class in knowledgespaces.estimation.tradeoffs)

join() (knowledgespaces.structures.knowledge_base.KnowledgeBase method) (knowledgespaces.structures.surmise_function.SurmiseFunction method)

K

knowledge_structure (knowledgespaces.derivation.competence.CompetenceModel property) KnowledgeBase (class in knowledgespaces.structures.knowledge_base) knowledgespaces.api module knowledgespaces.assessment.adaptive module knowledgespaces.assessment.blim module knowledgespaces.assessment.instances module knowledgespaces.assessment.multiplicative module knowledgespaces.assessment.workflows module knowledgespaces.curriculum module knowledgespaces.datasets module knowledgespaces.datasets.individual module knowledgespaces.datasets.observed module knowledgespaces.derivation.cbkst module knowledgespaces.derivation.competence module knowledgespaces.derivation.empirical module knowledgespaces.derivation.iita module knowledgespaces.derivation.iita_inference module knowledgespaces.derivation.inverse module knowledgespaces.derivation.ita module knowledgespaces.derivation.multimap_family module knowledgespaces.derivation.skill_map module knowledgespaces.estimation.blim_em module knowledgespaces.estimation.bootstrap module knowledgespaces.estimation.comparison module knowledgespaces.estimation.constraints module knowledgespaces.estimation.diagnostics module knowledgespaces.estimation.discrepancy module knowledgespaces.estimation.identifiability module knowledgespaces.estimation.incomplete module knowledgespaces.estimation.incomplete_bootstrap module knowledgespaces.estimation.incomplete_gof module knowledgespaces.estimation.incomplete_restarts module knowledgespaces.estimation.observation_masks module knowledgespaces.estimation.prediction module knowledgespaces.estimation.quasiordinal module

knowledgespaces.estimation.reporting module knowledgespaces.estimation.simulate module knowledgespaces.estimation.slm module knowledgespaces.estimation.tradeoffs module knowledgespaces.io.csv module knowledgespaces.io.curriculum module knowledgespaces.io.interchange module knowledgespaces.io.json module knowledgespaces.io.legacy module knowledgespaces.io.patterns module knowledgespaces.io.tables module knowledgespaces.metrics.agreement module knowledgespaces.metrics.distances module knowledgespaces.metrics.frequencies module knowledgespaces.metrics.reliability module knowledgespaces.metrics.validation module knowledgespaces.query.block1 module knowledgespaces.query.block2 module knowledgespaces.query.block2.PendingQuery (in module knowledgespaces.query.block2) knowledgespaces.query.expert module knowledgespaces.query.pipeline module knowledgespaces.query.types module knowledgespaces.structures.attribution module knowledgespaces.structures.knowledge_base module knowledgespaces.structures.knowledge_structure module knowledgespaces.structures.relations module knowledgespaces.structures.reports module knowledgespaces.structures.set_family module knowledgespaces.structures.surmise_function module knowledgespaces.viz.diagnostics module knowledgespaces.viz.hasse module knowledgespaces.viz.reports module KnowledgeStructure (class in knowledgespaces.structures.knowledge_structure) kst_to_table() (in module knowledgespaces.io.interchange) KSTDataset (class in knowledgespaces.datasets)

L

learning_objects (knowledgespaces.curriculum.SkillAssignment property) learning_paths() (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method) LearningObject (class in knowledgespaces.curriculum) levels() (knowledgespaces.structures.relations.SurmiseRelation method) likelihood() (knowledgespaces.assessment.blim.BLIM method) likelihood_vector() (knowledgespaces.assessment.blim.BLIM method)

load_doignon_falmagne_7() (in module knowledgespaces.datasets) load_pisa() (in module knowledgespaces.datasets) (in module knowledgespaces.datasets.observed) load_probability() (in module knowledgespaces.datasets) load_probability_individual() (in module knowledgespaces.datasets) (in module knowledgespaces.datasets.individual)

M

marginal_mastery() (knowledgespaces.assessment.blim.StatePosterior method) (knowledgespaces.assessment.multiplicative.MultiplicativePosterior method) mastered_skills (knowledgespaces.curriculum.CurriculumReachability attribute) matrix_to_patterns() (in module knowledgespaces.io.patterns) matrix_to_states() (in module knowledgespaces.io.patterns) maximal_items() (knowledgespaces.structures.relations.SurmiseRelation method) maximal_mesh() (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method) MDOptions (class in knowledgespaces.estimation.discrepancy) minimal_competencies() (in module knowledgespaces.derivation.inverse) minimal_family (knowledgespaces.derivation.multimap_family.CompetenceInverseReport property) minimal_items() (knowledgespaces.structures.relations.SurmiseRelation method) minimal_sets (knowledgespaces.structures.set_family.SetFamily property) minimum_discrepancy() (in module knowledgespaces.estimation.reporting) MinimumDiscrepancy (class in knowledgespaces.estimation.reporting) mixed (knowledgespaces.structures.reports.StateChanges property) ModelComparison (class in knowledgespaces.estimation.comparison) ModelContrast (class in knowledgespaces.estimation.comparison) ModelScore (class in knowledgespaces.estimation.comparison) module knowledgespaces.api knowledgespaces.assessment.adaptive knowledgespaces.assessment.blim knowledgespaces.assessment.instances knowledgespaces.assessment.multiplicative knowledgespaces.assessment.workflows knowledgespaces.curriculum knowledgespaces.datasets knowledgespaces.datasets.individual knowledgespaces.datasets.observed knowledgespaces.derivation.cbkst knowledgespaces.derivation.competence knowledgespaces.derivation.empirical knowledgespaces.derivation.iita knowledgespaces.derivation.iita_inference knowledgespaces.derivation.inverse knowledgespaces.derivation.ita knowledgespaces.derivation.multimap_family knowledgespaces.derivation.skill_map knowledgespaces.estimation.blim_em knowledgespaces.estimation.bootstrap knowledgespaces.estimation.comparison knowledgespaces.estimation.constraints knowledgespaces.estimation.diagnostics knowledgespaces.estimation.discrepancy knowledgespaces.estimation.identifiability knowledgespaces.estimation.incomplete knowledgespaces.estimation.incomplete_bootstrap knowledgespaces.estimation.incomplete_gof knowledgespaces.estimation.incomplete_restarts knowledgespaces.estimation.observation_masks knowledgespaces.estimation.prediction knowledgespaces.estimation.quasiordinal knowledgespaces.estimation.reporting knowledgespaces.estimation.simulate knowledgespaces.estimation.slm knowledgespaces.estimation.tradeoffs knowledgespaces.io.csv knowledgespaces.io.curriculum knowledgespaces.io.interchange knowledgespaces.io.json knowledgespaces.io.legacy knowledgespaces.io.patterns knowledgespaces.io.tables knowledgespaces.metrics.agreement knowledgespaces.metrics.distances knowledgespaces.metrics.frequencies knowledgespaces.metrics.reliability knowledgespaces.metrics.validation knowledgespaces.query.block1 knowledgespaces.query.block2 knowledgespaces.query.expert knowledgespaces.query.pipeline knowledgespaces.query.types knowledgespaces.structures.attribution knowledgespaces.structures.knowledge_base knowledgespaces.structures.knowledge_structure knowledgespaces.structures.relations knowledgespaces.structures.reports knowledgespaces.structures.set_family knowledgespaces.structures.surmise_function knowledgespaces.viz.diagnostics knowledgespaces.viz.hasse knowledgespaces.viz.reports

most_likely_state (knowledgespaces.assessment.blim.StatePosterior property) MultiplicativePosterior (class in knowledgespaces.assessment.multiplicative)

N

n (knowledgespaces.metrics.frequencies.PatternFrequencies property) n_informative (knowledgespaces.estimation.incomplete.IncompleteResponseMatrix property) n_items (knowledgespaces.structures.knowledge_structure.KnowledgeStructure property) (knowledgespaces.structures.surmise_function.SurmiseFunction property)

n_states (knowledgespaces.structures.knowledge_structure.KnowledgeStructure property) neighbourhood() (knowledgespaces.structures.knowledge_base.KnowledgeBase method) (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method) nonteaching_objects (knowledgespaces.curriculum.AssignmentDiagnostics attribute) nullity (knowledgespaces.estimation.tradeoffs.JacobianBlock property)

O

object_attribution() (knowledgespaces.curriculum.SkillAssignment method) object_function (knowledgespaces.curriculum.CurriculumResult attribute) object_relation (knowledgespaces.curriculum.CurriculumResult attribute)

observed (knowledgespaces.estimation.incomplete.IncompleteResponseMatrix property) original (knowledgespaces.curriculum.CurriculumResult attribute) outer_fringe() (knowledgespaces.structures.knowledge_base.KnowledgeBase method) (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method)

P

pair() (knowledgespaces.query.types.Query class method) parameter_summary() (knowledgespaces.estimation.bootstrap.BootstrapGOF method) pattern_frequencies() (in module knowledgespaces.metrics.frequencies) PatternFrequencies (class in knowledgespaces.metrics.frequencies) patterns_to_matrix() (in module knowledgespaces.io.patterns) PerformanceClass (class in knowledgespaces.derivation.multimap_family) pi_dict() (knowledgespaces.estimation.blim_em.BLIMEstimate method) plot_blim_residuals() (in module knowledgespaces.viz.diagnostics) plot_bootstrap_distribution() (in module knowledgespaces.viz.reports) plot_coefficients() (in module knowledgespaces.viz.reports) plot_hasse() (in module knowledgespaces.viz.hasse) plot_relation() (in module knowledgespaces.viz.hasse) plot_surmise_function() (in module knowledgespaces.viz.reports) population_iita() (in module knowledgespaces.derivation.iita_inference) population_iita_variance() (in module knowledgespaces.derivation.iita_inference) PopulationIITAResult (class in knowledgespaces.derivation.iita_inference)

precedence_relation() (knowledgespaces.structures.surmise_function.SurmiseFunction method) predict() (knowledgespaces.estimation.blim_em.BLIMEstimate method) predict_blim() (in module knowledgespaces.estimation.prediction) predict_blim_incomplete() (in module knowledgespaces.estimation.incomplete) prerequisites_of() (knowledgespaces.structures.relations.SurmiseRelation method) PresetExpert (class in knowledgespaces.query.expert) probabilities (knowledgespaces.assessment.multiplicative.MultiplicativePosterior property) ProbabilityDataset (class in knowledgespaces.datasets) ProbabilityIndividualDataset (class in knowledgespaces.datasets) (class in knowledgespaces.datasets.individual) problem_function() (knowledgespaces.derivation.skill_map.SkillMap method) (knowledgespaces.derivation.skill_map.SkillMultiMap method) ProblemFunction (class in knowledgespaces.derivation.multimap_family) projection() (knowledgespaces.structures.knowledge_base.KnowledgeBase method) (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method) (knowledgespaces.structures.surmise_function.SurmiseFunction method)

Q

QuasiOrdinalSimulation (class in knowledgespaces.estimation.quasiordinal) Query (class in knowledgespaces.query.types) QueryAnswer (class in knowledgespaces.query.types) QueryNeeded QueryPipelineResult (class in knowledgespaces.query.pipeline)

quotient() (knowledgespaces.structures.knowledge_base.KnowledgeBase method) (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method) (knowledgespaces.structures.relations.SurmiseRelation method) (knowledgespaces.structures.set_family.SetFamily method) (knowledgespaces.structures.surmise_function.SurmiseFunction method)

R

random_surmise_relation() (in module knowledgespaces.estimation.quasiordinal) raw_answers() (knowledgespaces.datasets.individual.ProbabilityIndividualDataset method) (knowledgespaces.datasets.ProbabilityIndividualDataset method) reachability() (knowledgespaces.curriculum.SkillAssignment method) read_assignment() (in module knowledgespaces.io.curriculum) read_assignment_csv() (in module knowledgespaces.io.curriculum) read_assignment_json() (in module knowledgespaces.io.curriculum) read_attribution() (in module knowledgespaces.io.csv) read_attribution_json() (in module knowledgespaces.io.json) read_family_json() (in module knowledgespaces.io.json) read_kst() (in module knowledgespaces.io.interchange) read_legacy_matrix() (in module knowledgespaces.io.legacy) read_legacy_relation() (in module knowledgespaces.io.legacy) read_legacy_structure() (in module knowledgespaces.io.legacy) read_relation() (in module knowledgespaces.io.csv) read_relation_json() (in module knowledgespaces.io.json) read_skill_map() (in module knowledgespaces.io.csv) read_skill_map_json() (in module knowledgespaces.io.json) read_skill_multimap() (in module knowledgespaces.io.csv) read_skill_multimap_json() (in module knowledgespaces.io.json) read_structure() (in module knowledgespaces.io.csv) read_structure_json() (in module knowledgespaces.io.json)

read_surmise_function() (in module knowledgespaces.io.csv) read_surmise_function_json() (in module knowledgespaces.io.json) read_table() (in module knowledgespaces.io.tables) recovery_guarantee_applies (knowledgespaces.query.pipeline.QueryPipelineResult property) refine() (knowledgespaces.structures.knowledge_base.KnowledgeBase method) (knowledgespaces.structures.set_family.SetFamily method) relation (knowledgespaces.derivation.iita_inference.PopulationIITAResult property) relation_to_dict() (in module knowledgespaces.io.json) relations (knowledgespaces.structures.relations.SurmiseRelation property) RelationValidation (class in knowledgespaces.metrics.validation) reliability() (knowledgespaces.estimation.blim_em.BLIMEstimate method) ReplayExpert (class in knowledgespaces.query.expert) required (knowledgespaces.curriculum.LearningObject attribute) requirements_for() (knowledgespaces.curriculum.SkillAssignment method) residuals() (knowledgespaces.estimation.blim_em.BLIMEstimate method) ResponseDataset (class in knowledgespaces.datasets) (class in knowledgespaces.datasets.observed) ResponseMatrix (class in knowledgespaces.estimation.blim_em) rows (knowledgespaces.curriculum.SkillAssignment property) run_assessment() (in module knowledgespaces.assessment.workflows) run_block1() (in module knowledgespaces.query.block1) run_block_n() (in module knowledgespaces.query.block2) run_query() (in module knowledgespaces.query.pipeline)

S

sample_observation_masks() (in module knowledgespaces.estimation.observation_masks) saturated_incomplete() (in module knowledgespaces.estimation.incomplete_gof) SaturatedIncomplete (class in knowledgespaces.estimation.incomplete_gof) schema() (knowledgespaces.datasets.individual.ProbabilityIndividualDataset static method) (knowledgespaces.datasets.ProbabilityIndividualDataset static method) select_instance_eig() (in module knowledgespaces.assessment.instances) select_item_eig() (in module knowledgespaces.assessment.adaptive) select_item_half_split() (in module knowledgespaces.assessment.adaptive) select_item_informative() (in module knowledgespaces.assessment.adaptive) selected_index (knowledgespaces.derivation.iita_inference.PopulationIITAResult property) self_requirements (knowledgespaces.curriculum.AssignmentDiagnostics attribute) sequence (knowledgespaces.curriculum.CurriculumReachability attribute) SetFamily (class in knowledgespaces.structures.set_family) shannon_entropy() (in module knowledgespaces.assessment.blim) simulate_assessment() (in module knowledgespaces.assessment.workflows) simulate_blim() (in module knowledgespaces.estimation.simulate) simulate_blim_incomplete() (in module knowledgespaces.estimation.incomplete_bootstrap) simulate_quasiordinal() (in module knowledgespaces.estimation.quasiordinal) size (knowledgespaces.structures.relations.SurmiseRelation property) skill_attribution() (knowledgespaces.curriculum.SkillAssignment method) skill_function (knowledgespaces.curriculum.CurriculumResult attribute) skill_map (knowledgespaces.derivation.competence.CompetenceModel property) skill_map_to_dict() (in module knowledgespaces.io.json) skill_multimap_to_dict() (in module knowledgespaces.io.json) skill_relation (knowledgespaces.curriculum.CurriculumResult attribute) skill_to_item_relation() (in module knowledgespaces.derivation.cbkst) SkillAssignment (class in knowledgespaces.curriculum) SkillMap (class in knowledgespaces.derivation.skill_map) SkillMultiMap (class in knowledgespaces.derivation.skill_map) skills (knowledgespaces.curriculum.SkillAssignment property) skills_for() (knowledgespaces.derivation.skill_map.SkillMap method) slm_jacobian() (in module knowledgespaces.estimation.slm) slm_state_probabilities() (in module knowledgespaces.estimation.slm) SLMBootstrap (class in knowledgespaces.estimation.slm)

SLMEstimate (class in knowledgespaces.estimation.slm) SLMRestart (class in knowledgespaces.estimation.slm) source_documentation() (knowledgespaces.datasets.individual.ProbabilityIndividualDataset static method) (knowledgespaces.datasets.ProbabilityIndividualDataset static method) space_from_prerequisites() (in module knowledgespaces.api) space_from_skill_map() (in module knowledgespaces.api) space_from_surmise_function() (in module knowledgespaces.api) SparseGOFWarning state_changes() (in module knowledgespaces.structures.reports) state_probabilities (knowledgespaces.estimation.prediction.BLIMPrediction property) StateChanges (class in knowledgespaces.structures.reports) StatePosterior (class in knowledgespaces.assessment.blim) states (knowledgespaces.assessment.multiplicative.MultiplicativePosterior property) (knowledgespaces.structures.knowledge_structure.KnowledgeStructure property) states_by_size() (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method) states_to_matrix() (in module knowledgespaces.io.patterns) statistic_observed (knowledgespaces.estimation.bootstrap.BootstrapGOF property) (knowledgespaces.estimation.incomplete_bootstrap.IncompleteBootstrap property) statistic_replicates (knowledgespaces.estimation.bootstrap.BootstrapGOF property) (knowledgespaces.estimation.incomplete_bootstrap.IncompleteBootstrap property) structure (knowledgespaces.assessment.blim.StatePosterior property) (knowledgespaces.derivation.competence.CompetenceModel property) structure_from_skill_map() (in module knowledgespaces.api) structure_from_skill_multimap() (in module knowledgespaces.api) structure_to_dict() (in module knowledgespaces.io.json) StructureValidation (class in knowledgespaces.metrics.validation) subset_matrix() (in module knowledgespaces.io.patterns) successors_of() (knowledgespaces.structures.relations.SurmiseRelation method) surmise_function() (knowledgespaces.structures.knowledge_base.KnowledgeBase method) (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method) surmise_function_to_dict() (in module knowledgespaces.io.json) surmise_relation() (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method) SurmiseFunction (class in knowledgespaces.structures.surmise_function) SurmiseRelation (class in knowledgespaces.structures.relations) symmetric_difference() (in module knowledgespaces.metrics.distances)

T

table_to_kst() (in module knowledgespaces.io.interchange) taught (knowledgespaces.curriculum.LearningObject attribute) taught_by() (knowledgespaces.curriculum.SkillAssignment method) to_adjacency_dict() (knowledgespaces.structures.relations.SurmiseRelation method) to_complete() (knowledgespaces.estimation.incomplete.IncompleteResponseMatrix method) to_dict() (knowledgespaces.estimation.reporting.BLIMReport method) to_knowledge_base() (knowledgespaces.structures.set_family.SetFamily method) (knowledgespaces.structures.surmise_function.SurmiseFunction method) to_knowledge_space() (knowledgespaces.structures.attribution.Attribution method) (knowledgespaces.structures.knowledge_base.KnowledgeBase method) (knowledgespaces.structures.surmise_function.SurmiseFunction method)

to_knowledge_structure() (knowledgespaces.structures.set_family.SetFamily method) to_matrices() (knowledgespaces.curriculum.SkillAssignment method) to_matrix() (knowledgespaces.derivation.multimap_family.ProblemFunction method) (knowledgespaces.derivation.skill_map.SkillMap method) (knowledgespaces.derivation.skill_map.SkillMultiMap method) (knowledgespaces.structures.relations.SurmiseRelation method) to_surmise_function() (knowledgespaces.structures.attribution.Attribution method) to_surmise_relation() (knowledgespaces.structures.surmise_function.SurmiseFunction method) total (knowledgespaces.derivation.ita.ITAThreshold property) transitive_closure() (knowledgespaces.structures.relations.SurmiseRelation method) transitive_reduction() (knowledgespaces.structures.relations.SurmiseRelation method) TruncatedQueryWarning

U

uniform() (knowledgespaces.assessment.blim.StatePosterior class method) (knowledgespaces.assessment.multiplicative.MultiplicativePosterior class method) union_closure() (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method) (knowledgespaces.structures.set_family.SetFamily method) union_reduction() (knowledgespaces.structures.set_family.SetFamily method)

union_with() (knowledgespaces.structures.knowledge_structure.KnowledgeStructure method) (knowledgespaces.structures.set_family.SetFamily method) UnobservedItemWarning untaught_skills (knowledgespaces.curriculum.AssignmentDiagnostics attribute) update() (knowledgespaces.assessment.blim.StatePosterior method) (knowledgespaces.assessment.multiplicative.MultiplicativePosterior method)

V

validate_domain() (knowledgespaces.assessment.instances.InstancePool method)

validate_relation() (in module knowledgespaces.metrics.validation) validate_structure() (in module knowledgespaces.metrics.validation)

W

was_asked (knowledgespaces.query.types.QueryAnswer property) write_assignment() (in module knowledgespaces.io.curriculum) write_assignment_csv() (in module knowledgespaces.io.curriculum) write_assignment_json() (in module knowledgespaces.io.curriculum) write_attribution() (in module knowledgespaces.io.csv) write_attribution_json() (in module knowledgespaces.io.json) write_family_json() (in module knowledgespaces.io.json) write_kst() (in module knowledgespaces.io.interchange) write_legacy_matrix() (in module knowledgespaces.io.legacy) write_legacy_relation() (in module knowledgespaces.io.legacy) write_legacy_structure() (in module knowledgespaces.io.legacy)

write_relation() (in module knowledgespaces.io.csv) write_relation_json() (in module knowledgespaces.io.json) write_skill_map() (in module knowledgespaces.io.csv) write_skill_map_json() (in module knowledgespaces.io.json) write_skill_multimap() (in module knowledgespaces.io.csv) write_skill_multimap_json() (in module knowledgespaces.io.json) write_structure() (in module knowledgespaces.io.csv) write_structure_json() (in module knowledgespaces.io.json) write_surmise_function() (in module knowledgespaces.io.csv) write_surmise_function_json() (in module knowledgespaces.io.json) write_tables() (in module knowledgespaces.io.tables)

X

X2 (knowledgespaces.estimation.diagnostics.BLIMResiduals property)