Index

A

append_dataframe_to_csv() (lkauto.utils.filer.Filer method), [1]

B

bayesian_optimization() (in module lkauto.optimization_strategies.bayesian_optimization) Bias (class in lkauto.algorithms.bias)

BiasedMF (class in lkauto.algorithms.als) BiasedSVD (class in lkauto.algorithms.svd) build_ensemble() (in module lkauto.ensemble.ensemble_builder)

E

ensemble_fit() (lkauto.ensemble.greedy_ensemble_selection.EnsembleSelection method) ensemble_predict() (lkauto.ensemble.greedy_ensemble_selection.EnsembleSelection method) ensemble_size (lkauto.explicit.explicit_evaler.ExplicitEvaler attribute) EnsembleSelection (class in lkauto.ensemble.greedy_ensemble_selection)

evaluate() (lkauto.explicit.explicit_evaler.ExplicitEvaler method) (lkauto.implicit.implicit_evaler.ImplicitEvaler method) evaluate_explicit() (lkauto.explicit.explicit_evaler.ExplicitEvaler method) ExplicitEvaler (class in lkauto.explicit.explicit_evaler)

F

Filer (class in lkauto.utils.filer) filer (lkauto.explicit.explicit_evaler.ExplicitEvaler attribute) (lkauto.implicit.implicit_evaler.ImplicitEvaler attribute)

fit() (lkauto.ensemble.greedy_ensemble_selection.EnsembleSelection method) FunkSVD (class in lkauto.algorithms.funksvd)

G

get_best_prediction_model() (in module lkauto.lkauto) get_best_recommender_model() (in module lkauto.lkauto) get_dataframe_from_csv() (lkauto.utils.filer.Filer method), [1] get_default_configspace() (lkauto.algorithms.als.BiasedMF static method) (lkauto.algorithms.als.ImplicitMF static method) (lkauto.algorithms.bias.Bias static method) (lkauto.algorithms.funksvd.FunkSVD static method) (lkauto.algorithms.item_knn.ItemItem static method) (lkauto.algorithms.svd.BiasedSVD static method) (lkauto.algorithms.user_knn.UserUser static method)

get_default_configuration_space() (in module lkauto.utils.get_default_configuration_space) get_default_configurations() (in module lkauto.utils.get_default_configurations) get_dict_from_json_file() (lkauto.utils.filer.Filer method), [1] get_logger() (in module lkauto.utils.logging) get_model_from_cs() (in module lkauto.utils.get_model_from_cs) get_numpy_array_from_txt_file() (lkauto.utils.filer.Filer method), [1] get_output_directory_path() (lkauto.utils.filer.Filer method), [1] get_series_from_csv() (lkauto.utils.filer.Filer method), [1] get_smac_output_directory_path() (lkauto.utils.filer.Filer method), [1]

I

ImplicitEvaler (class in lkauto.implicit.implicit_evaler)

ImplicitMF (class in lkauto.algorithms.als) ItemItem (class in lkauto.algorithms.item_knn)

L

lkauto.algorithms (module) lkauto.algorithms.als (module) lkauto.algorithms.bias (module) lkauto.algorithms.funksvd (module) lkauto.algorithms.item_knn (module) lkauto.algorithms.svd (module) lkauto.algorithms.user_knn (module) lkauto.ensemble (module) lkauto.ensemble.ensemble_builder (module) lkauto.ensemble.greedy_ensemble_selection (module) lkauto.explicit (module) lkauto.explicit.explicit_evaler (module) lkauto.implicit (module) lkauto.implicit.implicit_evaler (module)

lkauto.lkauto (module) lkauto.optimization_strategies (module) lkauto.optimization_strategies.bayesian_optimization (module) lkauto.optimization_strategies.random_search (module) lkauto.preprocessing (module) lkauto.preprocessing.preprocessing (module) lkauto.preprocessing.pruning (module) lkauto.utils (module) lkauto.utils.filer (module) lkauto.utils.get_default_configuration_space (module) lkauto.utils.get_default_configurations (module) lkauto.utils.get_model_from_cs (module) lkauto.utils.logging (module) lkauto.utils.update_top_n_runs (module) lkauto.utils.validation_split (module)

M

max_ratings_per_user() (in module lkauto.preprocessing.pruning) min_ratings_per_user() (in module lkauto.preprocessing.pruning)

minimize_error_metric_val (lkauto.explicit.explicit_evaler.ExplicitEvaler attribute) (lkauto.implicit.implicit_evaler.ImplicitEvaler attribute) model_mock (tests.utils.test_get_default_configuration_space.TestGetDefaultConfigurationSpace attribute)

N

num_recommendations (lkauto.implicit.implicit_evaler.ImplicitEvaler attribute)

O

optimization_metric (lkauto.explicit.explicit_evaler.ExplicitEvaler attribute) (lkauto.implicit.implicit_evaler.ImplicitEvaler attribute)

output_directory_path (lkauto.utils.filer.Filer attribute)

P

predict() (lkauto.ensemble.greedy_ensemble_selection.EnsembleSelection method)

preprocess_data() (in module lkauto.preprocessing.preprocessing)

R

random_search() (in module lkauto.optimization_strategies.random_search)

random_state (lkauto.explicit.explicit_evaler.ExplicitEvaler attribute) row_based_validation_split() (in module lkauto.utils.validation_split)

S

save_dataframe_as_csv() (lkauto.utils.filer.Filer method), [1] save_dictionary_to_json() (lkauto.utils.filer.Filer method), [1] save_metric_scores_to_txt() (lkauto.utils.filer.Filer method), [1] save_validataion_data() (lkauto.utils.filer.Filer method) set_output_directory_path() (lkauto.utils.filer.Filer method), [1] setUp() (tests.utils.test_get_default_configuration_space.TestGetDefaultConfigurationSpace method) (tests.utils.test_get_default_configurations.TestGetDefaultConfigurations method) (tests.utils.test_get_model_from_cs.TestGetModelFromCS method) (tests.utils.test_validation_split.TestValidationSplit method)

split_folds (lkauto.explicit.explicit_evaler.ExplicitEvaler attribute) (lkauto.implicit.implicit_evaler.ImplicitEvaler attribute) split_frac (lkauto.explicit.explicit_evaler.ExplicitEvaler attribute) (lkauto.implicit.implicit_evaler.ImplicitEvaler attribute) split_strategie (lkauto.explicit.explicit_evaler.ExplicitEvaler attribute) (lkauto.implicit.implicit_evaler.ImplicitEvaler attribute)

T

test_defaultConfigspace_GivenFunctionCalled_correctConfigSpaceReturnedExpected() (tests.algorithms.test_als.TestBiasedMF method) (tests.algorithms.test_als.TestImplicitMF method) (tests.algorithms.test_bias.TestBias method) (tests.algorithms.test_funk_svd.TestFunkSVD method) (tests.algorithms.test_item_knn.TestItemKNN method) (tests.algorithms.test_svd.TestSVD method) (tests.algorithms.test_user_knn.TestUserKNN method) test_getDefaultConfigurations_givenValidConfigurationSpace_correctConfigurationSpaceListReturnedExpected() (tests.utils.test_get_default_configurations.TestGetDefaultConfigurations method) test_getDefaultConfigurationSpace_GivenExplicitAndValidInputs_CorrectConfigSpaceReturnedExpected() (tests.utils.test_get_default_configuration_space.TestGetDefaultConfigurationSpace method) test_getDefaultConfigurationSpace_GivenImplicitAndValidInputs_CorrectConfigSpaceReturnedExpected() (tests.utils.test_get_default_configuration_space.TestGetDefaultConfigurationSpace method) test_getDefaultConfigurationSpace_givenInvalidFeedback_valueErrorThrown() (tests.utils.test_get_default_configuration_space.TestGetDefaultConfigurationSpace method) test_getModelFromCS_givenExplicitAndValidInputs_correctModelReturnedExpected() (tests.utils.test_get_model_from_cs.TestGetModelFromCS method) test_getModelFromCS_givenImplicitAndValidInputs_correctModelReturnedExpected() (tests.utils.test_get_model_from_cs.TestGetModelFromCS method) test_getModelFromCS_givenInvalidAlgorithmInCS_valueErrorThrown() (tests.utils.test_get_model_from_cs.TestGetModelFromCS method) test_getModelFromCS_givenInvalidFeedback_valueErrorThrown() (tests.utils.test_get_model_from_cs.TestGetModelFromCS method) test_init_givenObjectInitialized_ObjectInitializedCorrectlyExpected() (tests.algorithms.test_als.TestBiasedMF method) (tests.algorithms.test_als.TestImplicitMF method) (tests.algorithms.test_bias.TestBias method) (tests.algorithms.test_funk_svd.TestFunkSVD method) (tests.algorithms.test_item_knn.TestItemKNN method) (tests.algorithms.test_svd.TestSVD method) (tests.algorithms.test_user_knn.TestUserKNN method) test_validationSplit_givenValidDataFrame_correctSplitTrainAndValidationDataframesReturnedExpected() (tests.utils.test_validation_split.TestValidationSplit method) TestBias (class in tests.algorithms.test_bias)

TestBiasedMF (class in tests.algorithms.test_als) TestFunkSVD (class in tests.algorithms.test_funk_svd) TestGetDefaultConfigurations (class in tests.utils.test_get_default_configurations) TestGetDefaultConfigurationSpace (class in tests.utils.test_get_default_configuration_space) TestGetModelFromCS (class in tests.utils.test_get_model_from_cs) TestImplicitMF (class in tests.algorithms.test_als) TestItemKNN (class in tests.algorithms.test_item_knn) tests (module) tests.algorithms (module) tests.algorithms.test_als (module) tests.algorithms.test_bias (module) tests.algorithms.test_funk_svd (module) tests.algorithms.test_item_knn (module) tests.algorithms.test_svd (module) tests.algorithms.test_user_knn (module) tests.utils (module) tests.utils.test_get_default_configuration_space (module) tests.utils.test_get_default_configurations (module) tests.utils.test_get_model_from_cs (module) tests.utils.test_validation_split (module) TestSVD (class in tests.algorithms.test_svd) TestUserKNN (class in tests.algorithms.test_user_knn) TestValidationSplit (class in tests.utils.test_validation_split) train (lkauto.explicit.explicit_evaler.ExplicitEvaler attribute) (lkauto.implicit.implicit_evaler.ImplicitEvaler attribute)

U

update_top_n_runs() (in module lkauto.utils.update_top_n_runs) user_based_validation_split() (in module lkauto.utils.validation_split)

UserUser (class in lkauto.algorithms.user_knn) utils (module)

V

validation (lkauto.explicit.explicit_evaler.ExplicitEvaler attribute) (lkauto.implicit.implicit_evaler.ImplicitEvaler attribute)

validation_split() (in module lkauto.utils.validation_split)