Index

A

AbstractDataset (class in elliot.dataset.abstract_dataset) AbstractRelevanceSingleton (class in elliot.evaluation.relevance.relevance) ACF (class in elliot.recommender.visual_recommenders.ACF.ACF), [1] ACFModel (class in elliot.recommender.visual_recommenders.ACF.ACF_model) ACLT (class in elliot.evaluation.metrics.bias.aclt.aclt), [1] add_oneshot_recommender() (elliot.result_handler.result_handler.ResultHandler method) add_trials() (elliot.result_handler.result_handler.HyperParameterStudy method) AiolliSimilarity (class in elliot.recommender.knn.item_knn.aiolli_ferrari) (class in elliot.recommender.knn.user_knn.aiolli_ferrari) align_with_training() (elliot.dataset.dataset.DataSet method) AMF (class in elliot.recommender.adversarial.AMF.AMF), [1] AMF_model (class in elliot.recommender.adversarial.AMF.AMF_model) AMR (class in elliot.recommender.adversarial.AMR) (class in elliot.recommender.adversarial.AMR.AMR), [1]

AMR_model (class in elliot.recommender.adversarial.AMR.AMR_model) APLT (class in elliot.evaluation.metrics.bias.aplt.aplt), [1] applyAdjustedCosine() (elliot.recommender.knn.item_knn.aiolli_ferrari.Compute_Similarity method) (elliot.recommender.knn.user_knn.aiolli_ferrari.Compute_Similarity method) applyPearsonCorrelation() (elliot.recommender.knn.item_knn.aiolli_ferrari.Compute_Similarity method) (elliot.recommender.knn.user_knn.aiolli_ferrari.Compute_Similarity method) ARP (class in elliot.evaluation.metrics.bias.arp.arp), [1] attention() (elliot.recommender.neural.NAIS.nais_model.NAIS_model method) AttributeItemKNN (class in elliot.recommender.knn.attribute_item_knn.attribute_item_knn), [1] AttributeUserKNN (class in elliot.recommender.knn.attribute_user_knn.attribute_user_knn), [1] AUC (class in elliot.evaluation.metrics.accuracy.AUC.auc), [1] autoset_params() (elliot.recommender.base_recommender_model.BaseRecommenderModel method)

B

base() (elliot.namespace.namespace_model_builder.Builder property) (elliot.namespace.namespace_model_builder.NameSpaceBuilder property) BaseMetric (class in elliot.evaluation.metrics.base_metric) BaseRecommenderModel (class in elliot.recommender.base_recommender_model) batch_attention() (elliot.recommender.neural.NAIS.nais_model.NAIS_model method) batch_predict() (elliot.recommender.latent_factor_models.FISM.FISM_model.FISM_model method) (elliot.recommender.neural.NAIS.nais_model.NAIS_model method) batch_softmax() (elliot.recommender.neural.NAIS.nais_model.NAIS_model method) BiasDisparityBD (class in elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBD), [1] BiasDisparityBR (class in elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBR), [1] BiasDisparityBS (class in elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBS), [1] binary_relevance() (elliot.evaluation.relevance.relevance.Relevance property) BinaryRelevance (class in elliot.evaluation.relevance.relevance) BPRMF (class in elliot.recommender.latent_factor_models.BPRMF.BPRMF), [1] BPRMF_batch (class in elliot.recommender.latent_factor_models.BPRMF_batch.BPRMF_batch), [1] BPRMF_batch_model (class in elliot.recommender.latent_factor_models.BPRMF_batch.BPRMF_batch_model) BPRSlim (class in elliot.recommender.latent_factor_models.BPRSlim.bprslim), [1] BPRSlimModel (class in elliot.recommender.latent_factor_models.BPRSlim.bprslim_model) build_dict() (elliot.dataset.abstract_dataset.AbstractDataset method) (elliot.dataset.dataloader.knowledge_aware_chains.KnowledgeChainsDataObject method) (elliot.dataset.dataloader.visual_dataloader.VisualDataObject method) (elliot.dataset.dataset.DataSet method)

build_feature_sparse() (elliot.recommender.content_based.VSM.vector_space_model.VSM method) (elliot.recommender.knn.attribute_item_knn.attribute_item_knn.AttributeItemKNN method) (elliot.recommender.knn.attribute_user_knn.attribute_user_knn.AttributeUserKNN method) build_feature_sparse_values() (elliot.recommender.content_based.VSM.vector_space_model.VSM method) (elliot.recommender.knn.attribute_user_knn.attribute_user_knn.AttributeUserKNN method) build_log_folder() (in module elliot.utils.folder) build_model_folder() (in module elliot.utils.folder) build_msap_perturbation() (elliot.recommender.adversarial.AMF.AMF_model.AMF_model method) (elliot.recommender.adversarial.AMR.AMR_model.AMR_model method) build_perturbation() (elliot.recommender.adversarial.AMF.AMF_model.AMF_model method) (elliot.recommender.adversarial.AMR.AMR_model.AMR_model method) build_sparse() (elliot.dataset.abstract_dataset.AbstractDataset method) (elliot.dataset.dataloader.knowledge_aware_chains.KnowledgeChainsDataObject method) (elliot.dataset.dataloader.visual_dataloader.VisualDataObject method) (elliot.dataset.dataset.DataSet method) build_sparse_features() (in module elliot.recommender.neural.WideAndDeep.wide_and_deep) build_sparse_ratings() (elliot.dataset.dataloader.knowledge_aware_chains.KnowledgeChainsDataObject method) (elliot.dataset.dataloader.visual_dataloader.VisualDataObject method) (elliot.dataset.dataset.DataSet method) Builder (class in elliot.namespace.namespace_model_builder)

C

call() (elliot.recommender.adversarial.AMF.AMF_model.AMF_model method) (elliot.recommender.adversarial.AMR.AMR_model.AMR_model method) (elliot.recommender.autoencoders.dae.multi_dae_model.Decoder method) (elliot.recommender.autoencoders.dae.multi_dae_model.DenoisingAutoEncoder method) (elliot.recommender.autoencoders.dae.multi_dae_model.Encoder method) (elliot.recommender.autoencoders.vae.multi_vae_model.Decoder method) (elliot.recommender.autoencoders.vae.multi_vae_model.Encoder method) (elliot.recommender.autoencoders.vae.multi_vae_model.Sampling method) (elliot.recommender.autoencoders.vae.multi_vae_model.VariationalAutoEncoder method) (elliot.recommender.gan.IRGAN.irgan_model.Discriminator method) (elliot.recommender.gan.IRGAN.irgan_model.Generator method) (elliot.recommender.gan.IRGAN.irgan_model.IRGAN_model method) (elliot.recommender.graph_based.lightgcn.LightGCN_model.LightGCNModel method) (elliot.recommender.graph_based.ngcf.NGCF_model.NGCFModel method) (elliot.recommender.knowledge_aware.kaHFM_batch.kahfm_batch_model.KaHFM_model method) (elliot.recommender.knowledge_aware.kahfm_embeddings.kahfm_embeddings_model.KaHFMEmbeddingsModel method) (elliot.recommender.latent_factor_models.BPRMF_batch.BPRMF_batch_model.BPRMF_batch_model method) (elliot.recommender.latent_factor_models.CML.CML_model.CML_model method) (elliot.recommender.latent_factor_models.FFM.field_aware_factorization_machine_model.FieldAwareFactorizationMachineModel method) (elliot.recommender.latent_factor_models.FISM.FISM_model.FISM_model method) (elliot.recommender.latent_factor_models.FM.factorization_machine_model.Embedding method) (elliot.recommender.latent_factor_models.FM.factorization_machine_model.FactorizationMachineLayer method) (elliot.recommender.latent_factor_models.FM.factorization_machine_model.FactorizationMachineModel method) (elliot.recommender.latent_factor_models.FM.factorization_machine_model.Linear method) (elliot.recommender.latent_factor_models.FM.factorization_machine_model.MatrixFactorizationLayer method) (elliot.recommender.latent_factor_models.FunkSVD.funk_svd_model.FunkSVDModel method) (elliot.recommender.latent_factor_models.LogisticMF.logistic_matrix_factorization_model.LogisticMatrixFactorizationModel method) (elliot.recommender.latent_factor_models.MF.matrix_factorization_model.MatrixFactorizationModel method) (elliot.recommender.latent_factor_models.PMF.probabilistic_matrix_factorization_model.ProbabilisticMatrixFactorizationModel method) (elliot.recommender.latent_factor_models.SVDpp.svdpp_model.SVDppModel method) (elliot.recommender.neural.ConvMF.convolutional_matrix_factorization_model.ConvMatrixFactorizationModel method) (elliot.recommender.neural.ConvMF.convolutional_matrix_factorization_model.ConvolutionalComponent method) (elliot.recommender.neural.ConvMF.convolutional_matrix_factorization_model.MLPComponent method) (elliot.recommender.neural.ConvNeuMF.convolutional_neural_matrix_factorization_model.ConvNeuralMatrixFactorizationModel method) (elliot.recommender.neural.ConvNeuMF.convolutional_neural_matrix_factorization_model.ConvolutionalComponent method) (elliot.recommender.neural.ConvNeuMF.convolutional_neural_matrix_factorization_model.MLPComponent method) (elliot.recommender.neural.DeepFM.deep_fm_model.DeepFMModel method) (elliot.recommender.neural.DMF.deep_matrix_factorization_model.DeepMatrixFactorizationModel method) (elliot.recommender.neural.GeneralizedMF.generalized_matrix_factorization_model.GeneralizedMatrixFactorizationModel method) (elliot.recommender.neural.ItemAutoRec.itemautorec_model.Decoder method) (elliot.recommender.neural.ItemAutoRec.itemautorec_model.Encoder method) (elliot.recommender.neural.ItemAutoRec.itemautorec_model.ItemAutoRecModel method) (elliot.recommender.neural.NAIS.nais_model.NAIS_model method) (elliot.recommender.neural.NeuMF.neural_matrix_factorization_model.NeuralMatrixFactorizationModel method) (elliot.recommender.neural.NFM.neural_fm_model.NeuralFactorizationMachineModel method) (elliot.recommender.neural.NPR.neural_personalized_ranking_model.NPRModel method) (elliot.recommender.neural.UserAutoRec.userautorec_model.Decoder method) (elliot.recommender.neural.UserAutoRec.userautorec_model.Encoder method) (elliot.recommender.neural.UserAutoRec.userautorec_model.UserAutoRecModel method) (elliot.recommender.neural.WideAndDeep.wide_and_deep_model.WideAndDeepModel method) (elliot.recommender.visual_recommenders.ACF.ACF_model.ACFModel method) (elliot.recommender.visual_recommenders.DeepStyle.DeepStyle_model.DeepStyleModel method) (elliot.recommender.visual_recommenders.DVBPR.DVBPR_model.DVBPRModel method) (elliot.recommender.visual_recommenders.DVBPR.FeatureExtractor.FeatureExtractor method) (elliot.recommender.visual_recommenders.VBPR.VBPR_model.VBPRModel method) (elliot.recommender.visual_recommenders.VNPR.VNPR_model.VNPRModel method)

censor() (elliot.recommender.latent_factor_models.CML.CML_model.LatentFactor method) (elliot.recommender.latent_factor_models.FISM.FISM_model.LatentFactor method) (elliot.recommender.neural.NAIS.nais_model.LatentFactor method) CFGAN (class in elliot.recommender.gan.CFGAN.cfgan), [1] CFGAN_model (class in elliot.recommender.gan.CFGAN.cfgan_model) check_matrix() (in module elliot.recommender.knn.item_knn.aiolli_ferrari) (in module elliot.recommender.knn.user_knn.aiolli_ferrari) check_required_attributes() (elliot.dataset.abstract_dataset.ForceRequiredAttributeDefinitionMeta method) check_timestamp() (elliot.dataset.dataloader.knowledge_aware_chains.KnowledgeChainsLoader method) (elliot.dataset.dataloader.visual_dataloader.VisualLoader method) (elliot.dataset.dataset.DataSetLoader method) CML (class in elliot.recommender.latent_factor_models.CML.CML), [1] CML_model (class in elliot.recommender.latent_factor_models.CML.CML_model) common_users() (elliot.evaluation.statistical_significance.PairedTTest static method) (elliot.evaluation.statistical_significance.WilcoxonTest static method) compare() (elliot.evaluation.statistical_significance.PairedTTest static method) (elliot.evaluation.statistical_significance.WilcoxonTest static method) compute_binary_profile() (elliot.recommender.content_based.VSM.vector_space_model.VSM method) (elliot.recommender.knn.attribute_user_knn.attribute_user_knn.AttributeUserKNN method) compute_idcg() (elliot.evaluation.metrics.accuracy.ndcg.ndcg.nDCG method) (elliot.evaluation.metrics.fairness.MAD.UserMADranking.UserMADranking method) Compute_Similarity (class in elliot.recommender.knn.item_knn.aiolli_ferrari) (class in elliot.recommender.knn.user_knn.aiolli_ferrari) compute_similarity() (elliot.recommender.knn.item_knn.aiolli_ferrari.Compute_Similarity method) (elliot.recommender.knn.user_knn.aiolli_ferrari.Compute_Similarity method) compute_user_ndcg() (elliot.evaluation.metrics.accuracy.ndcg.ndcg.nDCG method) (elliot.evaluation.metrics.fairness.MAD.UserMADranking.UserMADranking method) config_test() (in module elliot.run) ConvMatrixFactorizationModel (class in elliot.recommender.neural.ConvMF.convolutional_matrix_factorization_model) ConvMF (class in elliot.recommender.neural.ConvMF.convolutional_matrix_factorization), [1] ConvNeuMF (class in elliot.recommender.neural.ConvNeuMF.convolutional_neural_matrix_factorization), [1] ConvNeuralMatrixFactorizationModel (class in elliot.recommender.neural.ConvNeuMF.convolutional_neural_matrix_factorization_model) ConvolutionalComponent (class in elliot.recommender.neural.ConvMF.convolutional_matrix_factorization_model) (class in elliot.recommender.neural.ConvNeuMF.convolutional_neural_matrix_factorization_model) cosine() (elliot.recommender.neural.DMF.deep_matrix_factorization_model.DeepMatrixFactorizationModel method) create_folder_by_index() (in module elliot.utils.folder) create_history_item_matrix() (elliot.recommender.latent_factor_models.FISM.FISM_model.FISM_model method) (elliot.recommender.neural.NAIS.nais_model.NAIS_model method)

D

dataframe_to_dict() (elliot.dataset.dataloader.knowledge_aware_chains.KnowledgeChainsDataObject method) (elliot.dataset.dataloader.visual_dataloader.VisualDataObject method) (elliot.dataset.dataset.DataSet method) DataSet (class in elliot.dataset.dataset) DataSetLoader (class in elliot.dataset.dataset) Decoder (class in elliot.recommender.autoencoders.dae.multi_dae_model) (class in elliot.recommender.autoencoders.vae.multi_vae_model) (class in elliot.recommender.neural.ItemAutoRec.itemautorec_model) (class in elliot.recommender.neural.UserAutoRec.userautorec_model) DeepFM (class in elliot.recommender.neural.DeepFM.deep_fm), [1] DeepFMModel (class in elliot.recommender.neural.DeepFM.deep_fm_model) DeepMatrixFactorizationModel (class in elliot.recommender.neural.DMF.deep_matrix_factorization_model) DeepStyle (class in elliot.recommender.visual_recommenders.DeepStyle.DeepStyle), [1]

DeepStyleModel (class in elliot.recommender.visual_recommenders.DeepStyle.DeepStyle_model) DenoisingAutoEncoder (class in elliot.recommender.autoencoders.dae.multi_dae_model) discounted_relevance() (elliot.evaluation.relevance.relevance.Relevance property) DiscountedRelevance (class in elliot.evaluation.relevance.relevance) discriminate_fake_data() (elliot.recommender.gan.CFGAN.cfgan_model.Discriminator method) Discriminator (class in elliot.recommender.gan.CFGAN.cfgan_model) (class in elliot.recommender.gan.IRGAN.irgan_model) DMF (class in elliot.recommender.neural.DMF.deep_matrix_factorization), [1] dot_prod() (elliot.recommender.latent_factor_models.PMF.probabilistic_matrix_factorization_model.ProbabilisticMatrixFactorizationModel method) (elliot.recommender.neural.DMF.deep_matrix_factorization_model.DeepMatrixFactorizationModel method) DSC (class in elliot.evaluation.metrics.accuracy.DSC.dsc), [1] DVBPR (class in elliot.recommender.visual_recommenders.DVBPR.DVBPR), [1] DVBPRModel (class in elliot.recommender.visual_recommenders.DVBPR.DVBPR_model)

E

EFD (class in elliot.evaluation.metrics.novelty.EFD.efd), [1] elliot module elliot.dataset module elliot.dataset.abstract_dataset module elliot.dataset.dataloader module elliot.dataset.dataloader.knowledge_aware_chains module elliot.dataset.dataloader.visual_dataloader module elliot.dataset.dataset module elliot.dataset.samplers module elliot.dataset.samplers.custom_pointwise_sparse_sampler module elliot.dataset.samplers.custom_sampler module elliot.dataset.samplers.custom_sparse_sampler module elliot.dataset.samplers.pairwise_sampler module elliot.dataset.samplers.pipeline_sampler module elliot.dataset.samplers.pointwise_cfgan_sampler module elliot.dataset.samplers.pointwise_pos_neg_ratings_sampler module elliot.dataset.samplers.pointwise_pos_neg_ratio_ratings_sampler module elliot.dataset.samplers.pointwise_pos_neg_sampler module elliot.dataset.samplers.pointwise_wide_and_deep_sampler module elliot.dataset.samplers.sparse_sampler module elliot.evaluation module elliot.evaluation.evaluator module elliot.evaluation.metrics module, [1] elliot.evaluation.metrics.accuracy module, [1] elliot.evaluation.metrics.accuracy.AUC module elliot.evaluation.metrics.accuracy.AUC.auc module, [1] elliot.evaluation.metrics.accuracy.AUC.gauc module, [1] elliot.evaluation.metrics.accuracy.AUC.lauc module, [1] elliot.evaluation.metrics.accuracy.DSC module elliot.evaluation.metrics.accuracy.DSC.dsc module, [1] elliot.evaluation.metrics.accuracy.f1 module elliot.evaluation.metrics.accuracy.f1.extended_f1 module, [1] elliot.evaluation.metrics.accuracy.f1.f1 module, [1] elliot.evaluation.metrics.accuracy.hit_rate module elliot.evaluation.metrics.accuracy.hit_rate.hit_rate module, [1] elliot.evaluation.metrics.accuracy.map module elliot.evaluation.metrics.accuracy.map.map module, [1] elliot.evaluation.metrics.accuracy.mar module elliot.evaluation.metrics.accuracy.mar.mar module, [1] elliot.evaluation.metrics.accuracy.mrr module elliot.evaluation.metrics.accuracy.mrr.mrr module, [1] elliot.evaluation.metrics.accuracy.ndcg module elliot.evaluation.metrics.accuracy.ndcg.ndcg module, [1] elliot.evaluation.metrics.accuracy.ndcg.ndcg_rendle2020 module, [1], [2] elliot.evaluation.metrics.accuracy.precision module elliot.evaluation.metrics.accuracy.precision.precision module, [1] elliot.evaluation.metrics.accuracy.recall module elliot.evaluation.metrics.accuracy.recall.recall module, [1] elliot.evaluation.metrics.base_metric module elliot.evaluation.metrics.bias module, [1] elliot.evaluation.metrics.bias.aclt module elliot.evaluation.metrics.bias.aclt.aclt module, [1] elliot.evaluation.metrics.bias.aplt module elliot.evaluation.metrics.bias.aplt.aplt module, [1] elliot.evaluation.metrics.bias.arp module elliot.evaluation.metrics.bias.arp.arp module, [1] elliot.evaluation.metrics.bias.pop_reo module elliot.evaluation.metrics.bias.pop_reo.extended_pop_reo module, [1] elliot.evaluation.metrics.bias.pop_reo.pop_reo module, [1] elliot.evaluation.metrics.bias.pop_rsp module elliot.evaluation.metrics.bias.pop_rsp.extended_pop_rsp module, [1] elliot.evaluation.metrics.bias.pop_rsp.pop_rsp module, [1] elliot.evaluation.metrics.coverage module, [1] elliot.evaluation.metrics.coverage.item_coverage module elliot.evaluation.metrics.coverage.item_coverage.item_coverage module, [1] elliot.evaluation.metrics.coverage.num_retrieved module elliot.evaluation.metrics.coverage.num_retrieved.num_retrieved module, [1] elliot.evaluation.metrics.coverage.user_coverage module elliot.evaluation.metrics.coverage.user_coverage.user_coverage module, [1] elliot.evaluation.metrics.coverage.user_coverage.user_coverage_at_n module, [1] elliot.evaluation.metrics.diversity module, [1] elliot.evaluation.metrics.diversity.gini_index module elliot.evaluation.metrics.diversity.gini_index.gini_index module, [1] elliot.evaluation.metrics.diversity.shannon_entropy module elliot.evaluation.metrics.diversity.shannon_entropy.shannon_entropy module, [1] elliot.evaluation.metrics.diversity.SRecall module elliot.evaluation.metrics.diversity.SRecall.srecall module, [1] elliot.evaluation.metrics.fairness module, [1] elliot.evaluation.metrics.fairness.BiasDisparity module elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBD module, [1] elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBR module, [1] elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBS module, [1] elliot.evaluation.metrics.fairness.MAD module elliot.evaluation.metrics.fairness.MAD.ItemMADranking module, [1] elliot.evaluation.metrics.fairness.MAD.ItemMADrating module, [1] elliot.evaluation.metrics.fairness.MAD.UserMADranking module, [1] elliot.evaluation.metrics.fairness.MAD.UserMADrating module, [1] elliot.evaluation.metrics.fairness.reo module elliot.evaluation.metrics.fairness.reo.reo module, [1] elliot.evaluation.metrics.fairness.rsp module elliot.evaluation.metrics.fairness.rsp.rsp module elliot.evaluation.metrics.metrics_utils module elliot.evaluation.metrics.novelty module, [1] elliot.evaluation.metrics.novelty.EFD module elliot.evaluation.metrics.novelty.EFD.efd module elliot.evaluation.metrics.novelty.EFD.extended_efd module elliot.evaluation.metrics.novelty.EPC module elliot.evaluation.metrics.novelty.EPC.epc module elliot.evaluation.metrics.novelty.EPC.extended_epc module elliot.evaluation.metrics.rating module, [1] elliot.evaluation.metrics.rating.mae module elliot.evaluation.metrics.rating.mae.mae module elliot.evaluation.metrics.rating.mse module elliot.evaluation.metrics.rating.mse.mse module elliot.evaluation.metrics.rating.rmse module elliot.evaluation.metrics.rating.rmse.rmse module elliot.evaluation.metrics.statistical_array_metric module elliot.evaluation.popularity_utils module elliot.evaluation.popularity_utils.popularity module elliot.evaluation.relevance module elliot.evaluation.relevance.relevance module elliot.evaluation.statistical_significance module elliot.hyperoptimization module elliot.hyperoptimization.model_coordinator module elliot.namespace module elliot.namespace.namespace_model module elliot.namespace.namespace_model_builder module elliot.prefiltering module elliot.prefiltering.standard_prefilters module elliot.recommender module, [1] elliot.recommender.adversarial module, [1] elliot.recommender.adversarial.AMF module elliot.recommender.adversarial.AMF.AMF module, [1] elliot.recommender.adversarial.AMF.AMF_model module elliot.recommender.adversarial.AMR module elliot.recommender.adversarial.AMR.AMR module, [1] elliot.recommender.adversarial.AMR.AMR_model module elliot.recommender.algebric module, [1] elliot.recommender.algebric.slope_one module elliot.recommender.algebric.slope_one.slope_one module, [1] elliot.recommender.algebric.slope_one.slope_one_model module elliot.recommender.autoencoders module, [1] elliot.recommender.autoencoders.dae module elliot.recommender.autoencoders.dae.multi_dae module, [1] elliot.recommender.autoencoders.dae.multi_dae_model module elliot.recommender.autoencoders.vae module elliot.recommender.autoencoders.vae.multi_vae module, [1] elliot.recommender.autoencoders.vae.multi_vae_model module elliot.recommender.base_recommender_model module elliot.recommender.content_based module, [1] elliot.recommender.content_based.VSM module elliot.recommender.content_based.VSM.tfidf_utils module elliot.recommender.content_based.VSM.vector_space_model module, [1] elliot.recommender.content_based.VSM.vector_space_model_similarity module elliot.recommender.gan module, [1] elliot.recommender.gan.CFGAN module elliot.recommender.gan.CFGAN.cfgan module, [1] elliot.recommender.gan.CFGAN.cfgan_model module elliot.recommender.gan.IRGAN module elliot.recommender.gan.IRGAN.irgan module, [1] elliot.recommender.gan.IRGAN.irgan_model module elliot.recommender.graph_based module, [1] elliot.recommender.graph_based.lightgcn module elliot.recommender.graph_based.lightgcn.LightGCN module, [1] elliot.recommender.graph_based.lightgcn.LightGCN_model module elliot.recommender.graph_based.ngcf module elliot.recommender.graph_based.ngcf.NGCF module, [1] elliot.recommender.graph_based.ngcf.NGCF_model module elliot.recommender.knn module, [1] elliot.recommender.knn.attribute_item_knn module elliot.recommender.knn.attribute_item_knn.attribute_item_knn module elliot.recommender.knn.attribute_item_knn.attribute_item_knn_similarity module elliot.recommender.knn.attribute_user_knn module elliot.recommender.knn.attribute_user_knn.attribute_user_knn module elliot.recommender.knn.attribute_user_knn.attribute_user_knn_similarity module elliot.recommender.knn.attribute_user_knn.tfidf_utils module elliot.recommender.knn.item_knn module elliot.recommender.knn.item_knn.aiolli_ferrari module elliot.recommender.knn.item_knn.item_knn module elliot.recommender.knn.item_knn.item_knn_similarity module elliot.recommender.knn.user_knn module

elliot.recommender.knn.user_knn.aiolli_ferrari module elliot.recommender.knn.user_knn.user_knn module elliot.recommender.knn.user_knn.user_knn_similarity module elliot.recommender.knowledge_aware module, [1] elliot.recommender.knowledge_aware.kaHFM module elliot.recommender.knowledge_aware.kaHFM.kahfm module, [1] elliot.recommender.knowledge_aware.kaHFM.tfidf_utils module elliot.recommender.knowledge_aware.kaHFM_batch module elliot.recommender.knowledge_aware.kaHFM_batch.kahfm_batch module, [1] elliot.recommender.knowledge_aware.kaHFM_batch.kahfm_batch_model module elliot.recommender.knowledge_aware.kaHFM_batch.tfidf_utils module elliot.recommender.knowledge_aware.kahfm_embeddings module elliot.recommender.knowledge_aware.kahfm_embeddings.kahfm_embeddings module, [1] elliot.recommender.knowledge_aware.kahfm_embeddings.kahfm_embeddings_model module elliot.recommender.knowledge_aware.kahfm_embeddings.tfidf_utils module elliot.recommender.latent_factor_models module, [1] elliot.recommender.latent_factor_models.BPRMF module elliot.recommender.latent_factor_models.BPRMF.BPRMF module, [1] elliot.recommender.latent_factor_models.BPRMF_batch module elliot.recommender.latent_factor_models.BPRMF_batch.BPRMF_batch module, [1] elliot.recommender.latent_factor_models.BPRMF_batch.BPRMF_batch_model module elliot.recommender.latent_factor_models.BPRSlim module elliot.recommender.latent_factor_models.BPRSlim.bprslim module, [1] elliot.recommender.latent_factor_models.BPRSlim.bprslim_model module elliot.recommender.latent_factor_models.CML module elliot.recommender.latent_factor_models.CML.CML module, [1] elliot.recommender.latent_factor_models.CML.CML_model module elliot.recommender.latent_factor_models.FFM module elliot.recommender.latent_factor_models.FFM.field_aware_factorization_machine module, [1] elliot.recommender.latent_factor_models.FFM.field_aware_factorization_machine_model module elliot.recommender.latent_factor_models.FISM module elliot.recommender.latent_factor_models.FISM.FISM module, [1] elliot.recommender.latent_factor_models.FISM.FISM_model module elliot.recommender.latent_factor_models.FM module elliot.recommender.latent_factor_models.FM.factorization_machine module, [1] elliot.recommender.latent_factor_models.FM.factorization_machine_model module elliot.recommender.latent_factor_models.FunkSVD module elliot.recommender.latent_factor_models.FunkSVD.funk_svd module, [1] elliot.recommender.latent_factor_models.FunkSVD.funk_svd_model module elliot.recommender.latent_factor_models.LogisticMF module elliot.recommender.latent_factor_models.LogisticMF.logistic_matrix_factorization module, [1] elliot.recommender.latent_factor_models.LogisticMF.logistic_matrix_factorization_model module elliot.recommender.latent_factor_models.MF module elliot.recommender.latent_factor_models.MF.matrix_factorization module elliot.recommender.latent_factor_models.MF.matrix_factorization_model module elliot.recommender.latent_factor_models.NonNegMF module elliot.recommender.latent_factor_models.NonNegMF.non_negative_matrix_factorization module, [1] elliot.recommender.latent_factor_models.NonNegMF.non_negative_matrix_factorization_model module elliot.recommender.latent_factor_models.PMF module elliot.recommender.latent_factor_models.PMF.probabilistic_matrix_factorization module, [1] elliot.recommender.latent_factor_models.PMF.probabilistic_matrix_factorization_model module elliot.recommender.latent_factor_models.PureSVD module elliot.recommender.latent_factor_models.PureSVD.pure_svd module, [1] elliot.recommender.latent_factor_models.PureSVD.pure_svd_model module elliot.recommender.latent_factor_models.Slim module elliot.recommender.latent_factor_models.Slim.slim module, [1] elliot.recommender.latent_factor_models.Slim.slim_model module elliot.recommender.latent_factor_models.SVDpp module elliot.recommender.latent_factor_models.SVDpp.svdpp module, [1] elliot.recommender.latent_factor_models.SVDpp.svdpp_model module elliot.recommender.latent_factor_models.WRMF module elliot.recommender.latent_factor_models.WRMF.wrmf module, [1] elliot.recommender.latent_factor_models.WRMF.wrmf_model module elliot.recommender.neural module, [1] elliot.recommender.neural.ConvMF module elliot.recommender.neural.ConvMF.convolutional_matrix_factorization module elliot.recommender.neural.ConvMF.convolutional_matrix_factorization_model module elliot.recommender.neural.ConvNeuMF module elliot.recommender.neural.ConvNeuMF.convolutional_neural_matrix_factorization module elliot.recommender.neural.ConvNeuMF.convolutional_neural_matrix_factorization_model module elliot.recommender.neural.DeepFM module elliot.recommender.neural.DeepFM.deep_fm module elliot.recommender.neural.DeepFM.deep_fm_model module elliot.recommender.neural.DMF module elliot.recommender.neural.DMF.deep_matrix_factorization module elliot.recommender.neural.DMF.deep_matrix_factorization_model module elliot.recommender.neural.GeneralizedMF module elliot.recommender.neural.GeneralizedMF.generalized_matrix_factorization module elliot.recommender.neural.GeneralizedMF.generalized_matrix_factorization_model module elliot.recommender.neural.ItemAutoRec module elliot.recommender.neural.ItemAutoRec.itemautorec module elliot.recommender.neural.ItemAutoRec.itemautorec_model module elliot.recommender.neural.NAIS module elliot.recommender.neural.NAIS.nais module elliot.recommender.neural.NAIS.nais_model module elliot.recommender.neural.NeuMF module elliot.recommender.neural.NeuMF.neural_matrix_factorization module elliot.recommender.neural.NeuMF.neural_matrix_factorization_model module elliot.recommender.neural.NFM module elliot.recommender.neural.NFM.neural_fm module elliot.recommender.neural.NFM.neural_fm_model module elliot.recommender.neural.NPR module elliot.recommender.neural.NPR.neural_personalized_ranking module elliot.recommender.neural.NPR.neural_personalized_ranking_model module elliot.recommender.neural.UserAutoRec module elliot.recommender.neural.UserAutoRec.userautorec module elliot.recommender.neural.UserAutoRec.userautorec_model module elliot.recommender.neural.WideAndDeep module elliot.recommender.neural.WideAndDeep.wide_and_deep module elliot.recommender.neural.WideAndDeep.wide_and_deep_model module elliot.recommender.recommender_utils_mixin module elliot.recommender.unpersonalized module, [1] elliot.recommender.unpersonalized.most_popular module elliot.recommender.unpersonalized.most_popular.most_popular module, [1] elliot.recommender.unpersonalized.random_recommender module elliot.recommender.unpersonalized.random_recommender.Random module, [1] elliot.recommender.visual_recommenders module, [1] elliot.recommender.visual_recommenders.ACF module elliot.recommender.visual_recommenders.ACF.ACF module elliot.recommender.visual_recommenders.ACF.ACF_model module elliot.recommender.visual_recommenders.DeepStyle module elliot.recommender.visual_recommenders.DeepStyle.DeepStyle module elliot.recommender.visual_recommenders.DeepStyle.DeepStyle_model module elliot.recommender.visual_recommenders.DVBPR module elliot.recommender.visual_recommenders.DVBPR.DVBPR module elliot.recommender.visual_recommenders.DVBPR.DVBPR_model module elliot.recommender.visual_recommenders.DVBPR.FeatureExtractor module elliot.recommender.visual_recommenders.VBPR module elliot.recommender.visual_recommenders.VBPR.VBPR module elliot.recommender.visual_recommenders.VBPR.VBPR_model module elliot.recommender.visual_recommenders.VNPR module elliot.recommender.visual_recommenders.VNPR.VNPR module elliot.recommender.visual_recommenders.VNPR.VNPR_model module elliot.result_handler module elliot.result_handler.result_handler module elliot.run module elliot.splitter module elliot.splitter.base_splitter module elliot.utils module elliot.utils.folder module elliot.utils.logger_util module elliot.utils.logging module elliot.utils.read module elliot.utils.write module Embedding (class in elliot.recommender.latent_factor_models.FM.factorization_machine_model) emit() (elliot.utils.logger_util.QueueListenerHandler method) Encoder (class in elliot.recommender.autoencoders.dae.multi_dae_model) (class in elliot.recommender.autoencoders.vae.multi_vae_model) (class in elliot.recommender.neural.ItemAutoRec.itemautorec_model) (class in elliot.recommender.neural.UserAutoRec.userautorec_model) EPC (class in elliot.evaluation.metrics.novelty.EPC.epc), [1] eval() (elliot.evaluation.evaluator.Evaluator method) (elliot.evaluation.metrics.accuracy.AUC.auc.AUC method) (elliot.evaluation.metrics.accuracy.AUC.gauc.GAUC method) (elliot.evaluation.metrics.base_metric.BaseMetric method) (elliot.evaluation.metrics.bias.pop_reo.extended_pop_reo.ExtendedPopREO method) (elliot.evaluation.metrics.bias.pop_reo.pop_reo.PopREO method) (elliot.evaluation.metrics.bias.pop_rsp.extended_pop_rsp.ExtendedPopRSP method) (elliot.evaluation.metrics.bias.pop_rsp.pop_rsp.PopRSP method) (elliot.evaluation.metrics.coverage.item_coverage.item_coverage.ItemCoverage method) (elliot.evaluation.metrics.coverage.user_coverage.user_coverage.UserCoverage method) (elliot.evaluation.metrics.coverage.user_coverage.user_coverage_at_n.UserCoverageAtN method) (elliot.evaluation.metrics.diversity.gini_index.gini_index.GiniIndex method) (elliot.evaluation.metrics.diversity.shannon_entropy.shannon_entropy.ShannonEntropy method) (elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBD.BiasDisparityBD method) (elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBR.BiasDisparityBR method) (elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBS.BiasDisparityBS method) (elliot.evaluation.metrics.fairness.MAD.ItemMADranking.ItemMADranking method) (elliot.evaluation.metrics.fairness.MAD.ItemMADrating.ItemMADrating method) (elliot.evaluation.metrics.fairness.MAD.UserMADranking.UserMADranking method) (elliot.evaluation.metrics.fairness.MAD.UserMADrating.UserMADrating method) (elliot.evaluation.metrics.fairness.reo.reo.REO method) (elliot.evaluation.metrics.fairness.rsp.rsp.RSP method) (elliot.evaluation.metrics.metrics_utils.ProxyMetric method) (elliot.evaluation.metrics.metrics_utils.ProxyStatisticalMetric method) (elliot.evaluation.metrics.rating.mae.mae.MAE method) (elliot.evaluation.metrics.rating.mse.mse.MSE method) (elliot.evaluation.metrics.rating.rmse.rmse.RMSE method) eval_at_k() (elliot.evaluation.evaluator.Evaluator method) eval_user_metric() (elliot.evaluation.metrics.accuracy.AUC.gauc.GAUC method) (elliot.evaluation.metrics.accuracy.AUC.lauc.LAUC method) (elliot.evaluation.metrics.accuracy.DSC.dsc.DSC method) (elliot.evaluation.metrics.accuracy.f1.extended_f1.ExtendedF1 method) (elliot.evaluation.metrics.accuracy.f1.f1.F1 method) (elliot.evaluation.metrics.accuracy.hit_rate.hit_rate.HR method) (elliot.evaluation.metrics.accuracy.map.map.MAP method) (elliot.evaluation.metrics.accuracy.mar.mar.MAR method) (elliot.evaluation.metrics.accuracy.mrr.mrr.MRR method) (elliot.evaluation.metrics.accuracy.ndcg.ndcg.nDCG method) (elliot.evaluation.metrics.accuracy.ndcg.ndcg_rendle2020.nDCGRendle2020 method), [1] (elliot.evaluation.metrics.accuracy.precision.precision.Precision method) (elliot.evaluation.metrics.accuracy.recall.recall.Recall method) (elliot.evaluation.metrics.bias.aclt.aclt.ACLT method) (elliot.evaluation.metrics.bias.aplt.aplt.APLT method) (elliot.evaluation.metrics.bias.arp.arp.ARP method) (elliot.evaluation.metrics.coverage.num_retrieved.num_retrieved.NumRetrieved method) (elliot.evaluation.metrics.diversity.SRecall.srecall.SRecall method) (elliot.evaluation.metrics.metrics_utils.ProxyStatisticalMetric method) (elliot.evaluation.metrics.novelty.EFD.efd.EFD method) (elliot.evaluation.metrics.novelty.EFD.extended_efd.ExtendedEFD method) (elliot.evaluation.metrics.novelty.EPC.epc.EPC method) (elliot.evaluation.metrics.novelty.EPC.extended_epc.ExtendedEPC method) (elliot.evaluation.metrics.rating.mae.mae.MAE method) (elliot.evaluation.metrics.rating.mse.mse.MSE method) (elliot.evaluation.metrics.rating.rmse.rmse.RMSE method) (elliot.evaluation.metrics.statistical_array_metric.StatisticalMetric method) evaluate() (elliot.recommender.recommender_utils_mixin.RecMixin method) evaluate_perturbations() (elliot.recommender.adversarial.AMF.AMF.AMF method) (elliot.recommender.adversarial.AMR.AMR.AMR method) Evaluator (class in elliot.evaluation.evaluator) ExtendedEFD (class in elliot.evaluation.metrics.novelty.EFD.extended_efd), [1] ExtendedEPC (class in elliot.evaluation.metrics.novelty.EPC.extended_epc), [1] ExtendedF1 (class in elliot.evaluation.metrics.accuracy.f1.extended_f1), [1] ExtendedPopREO (class in elliot.evaluation.metrics.bias.pop_reo.extended_pop_reo), [1] ExtendedPopRSP (class in elliot.evaluation.metrics.bias.pop_rsp.extended_pop_rsp), [1]

F

F1 (class in elliot.evaluation.metrics.accuracy.f1.f1), [1] FactorizationMachineLayer (class in elliot.recommender.latent_factor_models.FM.factorization_machine_model) FactorizationMachineModel (class in elliot.recommender.latent_factor_models.FM.factorization_machine_model) FeatureExtractor (class in elliot.recommender.visual_recommenders.DVBPR.FeatureExtractor) FFM (class in elliot.recommender.latent_factor_models.FFM.field_aware_factorization_machine), [1] FieldAwareFactorizationMachineModel (class in elliot.recommender.latent_factor_models.FFM.field_aware_factorization_machine_model) fill_base() (elliot.namespace.namespace_model.NameSpaceModel method) fill_model() (elliot.namespace.namespace_model.NameSpaceModel method) filter() (elliot.prefiltering.standard_prefilters.PreFilter static method) (elliot.utils.logging.TimeFilter method) filter_items_by_popularity() (elliot.prefiltering.standard_prefilters.PreFilter static method) filter_iterative_k_core() (elliot.prefiltering.standard_prefilters.PreFilter static method) filter_ratings_by_global_average() (elliot.prefiltering.standard_prefilters.PreFilter static method)

filter_ratings_by_threshold() (elliot.prefiltering.standard_prefilters.PreFilter static method) filter_ratings_by_user_average() (elliot.prefiltering.standard_prefilters.PreFilter static method) filter_retain_cold_users() (elliot.prefiltering.standard_prefilters.PreFilter static method) filter_rounds_k_core() (elliot.prefiltering.standard_prefilters.PreFilter static method) filter_users_by_profile_size() (elliot.prefiltering.standard_prefilters.PreFilter static method) find_checkpoint() (in module elliot.utils.read) FISM (class in elliot.recommender.latent_factor_models.FISM.FISM), [1] FISM_model (class in elliot.recommender.latent_factor_models.FISM.FISM_model) FM (class in elliot.recommender.latent_factor_models.FM.factorization_machine), [1] fold_list_generator() (elliot.splitter.base_splitter.Splitter method) ForceRequiredAttributeDefinitionMeta (class in elliot.dataset.abstract_dataset) FunkSVD (class in elliot.recommender.latent_factor_models.FunkSVD.funk_svd), [1] FunkSVDModel (class in elliot.recommender.latent_factor_models.FunkSVD.funk_svd_model)

G

GAUC (class in elliot.evaluation.metrics.accuracy.AUC.gauc), [1] GeneralizedMatrixFactorizationModel (class in elliot.recommender.neural.GeneralizedMF.generalized_matrix_factorization_model) generate_dataobjects() (elliot.dataset.dataloader.knowledge_aware_chains.KnowledgeChainsLoader method) (elliot.dataset.dataloader.visual_dataloader.VisualLoader method) (elliot.dataset.dataset.DataSetLoader method) generate_dataobjects_mock() (elliot.dataset.dataloader.knowledge_aware_chains.KnowledgeChainsLoader method) (elliot.dataset.dataloader.visual_dataloader.VisualLoader method) (elliot.dataset.dataset.DataSetLoader method) generate_fake_data() (elliot.recommender.gan.CFGAN.cfgan_model.Generator method) Generator (class in elliot.recommender.gan.CFGAN.cfgan_model) (class in elliot.recommender.gan.IRGAN.irgan_model) generic_split_function() (elliot.splitter.base_splitter.Splitter method) get() (elliot.evaluation.metrics.accuracy.f1.extended_f1.ExtendedF1 method) (elliot.evaluation.metrics.base_metric.BaseMetric method) (elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBD.BiasDisparityBD method) (elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBR.BiasDisparityBR method) (elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBS.BiasDisparityBS method) (elliot.evaluation.metrics.fairness.MAD.ItemMADranking.ItemMADranking method) (elliot.evaluation.metrics.fairness.MAD.ItemMADrating.ItemMADrating method) (elliot.evaluation.metrics.fairness.MAD.UserMADranking.UserMADranking method) (elliot.evaluation.metrics.fairness.MAD.UserMADrating.UserMADrating method) (elliot.evaluation.metrics.fairness.reo.reo.REO method) (elliot.evaluation.metrics.fairness.rsp.rsp.RSP method) get_base_params_shortcut() (elliot.recommender.base_recommender_model.BaseRecommenderModel method) get_best_arg() (elliot.recommender.recommender_utils_mixin.RecMixin method) get_BR() (elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBR.BiasDisparityBR method) get_BS() (elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBS.BiasDisparityBS method) get_candidate_mask() (elliot.recommender.recommender_utils_mixin.RecMixin method) get_config() (elliot.recommender.adversarial.AMF.AMF_model.AMF_model method) (elliot.recommender.adversarial.AMR.AMR_model.AMR_model method) (elliot.recommender.autoencoders.dae.multi_dae_model.DenoisingAutoEncoder method) (elliot.recommender.autoencoders.vae.multi_vae_model.VariationalAutoEncoder method) (elliot.recommender.gan.CFGAN.cfgan_model.CFGAN_model method) (elliot.recommender.gan.IRGAN.irgan_model.IRGAN_model method) (elliot.recommender.graph_based.lightgcn.LightGCN_model.LightGCNModel method) (elliot.recommender.graph_based.ngcf.NGCF_model.NGCFModel method) (elliot.recommender.knowledge_aware.kaHFM_batch.kahfm_batch_model.KaHFM_model method) (elliot.recommender.knowledge_aware.kahfm_embeddings.kahfm_embeddings_model.KaHFMEmbeddingsModel method) (elliot.recommender.latent_factor_models.BPRMF_batch.BPRMF_batch_model.BPRMF_batch_model method) (elliot.recommender.latent_factor_models.CML.CML_model.CML_model method) (elliot.recommender.latent_factor_models.FISM.FISM_model.FISM_model method) (elliot.recommender.latent_factor_models.FM.factorization_machine_model.Embedding method) (elliot.recommender.latent_factor_models.FM.factorization_machine_model.FactorizationMachineLayer method) (elliot.recommender.latent_factor_models.FM.factorization_machine_model.Linear method) (elliot.recommender.latent_factor_models.FM.factorization_machine_model.MatrixFactorizationLayer method) (elliot.recommender.neural.ItemAutoRec.itemautorec_model.ItemAutoRecModel method) (elliot.recommender.neural.NAIS.nais_model.NAIS_model method) (elliot.recommender.neural.UserAutoRec.userautorec_model.UserAutoRecModel method) (elliot.recommender.visual_recommenders.ACF.ACF_model.ACFModel method) (elliot.recommender.visual_recommenders.DeepStyle.DeepStyle_model.DeepStyleModel method) (elliot.recommender.visual_recommenders.DVBPR.DVBPR_model.DVBPRModel method) (elliot.recommender.visual_recommenders.VBPR.VBPR_model.VBPRModel method) get_custom_pop_obj() (elliot.evaluation.popularity_utils.popularity.Popularity method) get_item_fragment() (elliot.recommender.latent_factor_models.FM.factorization_machine.FM method) get_logger() (in module elliot.utils.logging) get_logger_model() (in module elliot.utils.logging) get_long_tail() (elliot.evaluation.popularity_utils.popularity.Popularity method) get_loss() (elliot.recommender.base_recommender_model.BaseRecommenderModel method) (elliot.recommender.recommender_utils_mixin.RecMixin method) get_model_state() (elliot.recommender.algebric.slope_one.slope_one_model.SlopeOneModel method) (elliot.recommender.content_based.VSM.vector_space_model_similarity.Similarity method) (elliot.recommender.knn.attribute_item_knn.attribute_item_knn_similarity.Similarity method) (elliot.recommender.knn.attribute_user_knn.attribute_user_knn_similarity.Similarity method) (elliot.recommender.knn.item_knn.aiolli_ferrari.AiolliSimilarity method) (elliot.recommender.knn.item_knn.item_knn_similarity.Similarity method) (elliot.recommender.knn.user_knn.aiolli_ferrari.AiolliSimilarity method) (elliot.recommender.knn.user_knn.user_knn_similarity.Similarity method) (elliot.recommender.latent_factor_models.BPRSlim.bprslim_model.BPRSlimModel method) (elliot.recommender.latent_factor_models.NonNegMF.non_negative_matrix_factorization_model.NonNegMFModel method) (elliot.recommender.latent_factor_models.PureSVD.pure_svd_model.PureSVDModel method) (elliot.recommender.latent_factor_models.Slim.slim_model.SlimModel method) (elliot.recommender.latent_factor_models.WRMF.wrmf_model.WRMFModel method) get_needed_recommendations() (elliot.evaluation.evaluator.Evaluator method) get_params() (elliot.recommender.base_recommender_model.BaseRecommenderModel method) (elliot.recommender.recommender_utils_mixin.RecMixin method) get_params_shortcut() (elliot.recommender.base_recommender_model.BaseRecommenderModel method) get_pop_items() (elliot.evaluation.popularity_utils.popularity.Popularity method) get_positions() (elliot.recommender.adversarial.AMF.AMF_model.AMF_model method) (elliot.recommender.gan.IRGAN.irgan_model.IRGAN_model method) (elliot.recommender.latent_factor_models.BPRMF_batch.BPRMF_batch_model.BPRMF_batch_model method) (elliot.recommender.latent_factor_models.CML.CML_model.CML_model method) (elliot.recommender.latent_factor_models.FISM.FISM_model.FISM_model method) (elliot.recommender.neural.NAIS.nais_model.NAIS_model method) get_profiles() (elliot.recommender.content_based.VSM.tfidf_utils.TFIDF method) (elliot.recommender.knn.attribute_user_knn.tfidf_utils.TFIDF method) (elliot.recommender.knowledge_aware.kaHFM.tfidf_utils.TFIDF method) (elliot.recommender.knowledge_aware.kaHFM_batch.tfidf_utils.TFIDF method) (elliot.recommender.knowledge_aware.kahfm_embeddings.tfidf_utils.TFIDF method) get_recommendations() (elliot.recommender.adversarial.AMF.AMF.AMF method) (elliot.recommender.adversarial.AMR.AMR.AMR method) (elliot.recommender.algebric.slope_one.slope_one.SlopeOne method) (elliot.recommender.base_recommender_model.BaseRecommenderModel method) (elliot.recommender.content_based.VSM.vector_space_model.VSM method) (elliot.recommender.gan.CFGAN.cfgan.CFGAN method) (elliot.recommender.gan.IRGAN.irgan.IRGAN method) (elliot.recommender.graph_based.lightgcn.LightGCN.LightGCN method) (elliot.recommender.graph_based.ngcf.NGCF.NGCF method) (elliot.recommender.knn.attribute_item_knn.attribute_item_knn.AttributeItemKNN method) (elliot.recommender.knn.attribute_user_knn.attribute_user_knn.AttributeUserKNN method) (elliot.recommender.knn.item_knn.item_knn.ItemKNN method) (elliot.recommender.knn.user_knn.user_knn.UserKNN method) (elliot.recommender.knowledge_aware.kaHFM.kahfm.KaHFM method) (elliot.recommender.knowledge_aware.kaHFM_batch.kahfm_batch.KaHFMBatch method) (elliot.recommender.knowledge_aware.kahfm_embeddings.kahfm_embeddings.KaHFMEmbeddings method) (elliot.recommender.latent_factor_models.BPRMF.BPRMF.BPRMF method) (elliot.recommender.latent_factor_models.BPRMF_batch.BPRMF_batch.BPRMF_batch method) (elliot.recommender.latent_factor_models.BPRSlim.bprslim.BPRSlim method) (elliot.recommender.latent_factor_models.CML.CML.CML method) (elliot.recommender.latent_factor_models.FFM.field_aware_factorization_machine.FFM method) (elliot.recommender.latent_factor_models.FISM.FISM.FISM method) (elliot.recommender.latent_factor_models.FM.factorization_machine.FM method) (elliot.recommender.latent_factor_models.FunkSVD.funk_svd.FunkSVD method) (elliot.recommender.latent_factor_models.LogisticMF.logistic_matrix_factorization.LogisticMatrixFactorization method) (elliot.recommender.latent_factor_models.MF.matrix_factorization.MF method) (elliot.recommender.latent_factor_models.NonNegMF.non_negative_matrix_factorization.NonNegMF method) (elliot.recommender.latent_factor_models.PMF.probabilistic_matrix_factorization.PMF method) (elliot.recommender.latent_factor_models.PureSVD.pure_svd.PureSVD method) (elliot.recommender.latent_factor_models.Slim.slim.Slim method) (elliot.recommender.latent_factor_models.SVDpp.svdpp.SVDpp method) (elliot.recommender.latent_factor_models.WRMF.wrmf.WRMF method) (elliot.recommender.neural.ConvMF.convolutional_matrix_factorization.ConvMF method) (elliot.recommender.neural.ConvNeuMF.convolutional_neural_matrix_factorization.ConvNeuMF method) (elliot.recommender.neural.DeepFM.deep_fm.DeepFM method) (elliot.recommender.neural.DMF.deep_matrix_factorization.DMF method) (elliot.recommender.neural.GeneralizedMF.generalized_matrix_factorization.GMF method) (elliot.recommender.neural.ItemAutoRec.itemautorec.ItemAutoRec method) (elliot.recommender.neural.NAIS.nais.NAIS method) (elliot.recommender.neural.NeuMF.neural_matrix_factorization.NeuMF method) (elliot.recommender.neural.NFM.neural_fm.NFM method) (elliot.recommender.neural.NPR.neural_personalized_ranking.NPR method) (elliot.recommender.neural.WideAndDeep.wide_and_deep.WideAndDeep method) (elliot.recommender.recommender_utils_mixin.RecMixin method) (elliot.recommender.unpersonalized.most_popular.most_popular.MostPop method) (elliot.recommender.unpersonalized.random_recommender.Random.Random method) (elliot.recommender.visual_recommenders.ACF.ACF.ACF method) (elliot.recommender.visual_recommenders.DeepStyle.DeepStyle.DeepStyle method) (elliot.recommender.visual_recommenders.DVBPR.DVBPR.DVBPR method) (elliot.recommender.visual_recommenders.VBPR.VBPR.VBPR method) (elliot.recommender.visual_recommenders.VNPR.VNPR.VNPR method)

get_recs() (elliot.recommender.latent_factor_models.FFM.field_aware_factorization_machine_model.FieldAwareFactorizationMachineModel method) (elliot.recommender.latent_factor_models.FM.factorization_machine_model.FactorizationMachineModel method) (elliot.recommender.latent_factor_models.FunkSVD.funk_svd_model.FunkSVDModel method) (elliot.recommender.latent_factor_models.MF.matrix_factorization_model.MatrixFactorizationModel method) (elliot.recommender.latent_factor_models.PMF.probabilistic_matrix_factorization_model.ProbabilisticMatrixFactorizationModel method) (elliot.recommender.latent_factor_models.SVDpp.svdpp_model.SVDppModel method) (elliot.recommender.neural.ConvMF.convolutional_matrix_factorization_model.ConvMatrixFactorizationModel method) (elliot.recommender.neural.ConvNeuMF.convolutional_neural_matrix_factorization_model.ConvNeuralMatrixFactorizationModel method) (elliot.recommender.neural.DeepFM.deep_fm_model.DeepFMModel method) (elliot.recommender.neural.DMF.deep_matrix_factorization_model.DeepMatrixFactorizationModel method) (elliot.recommender.neural.GeneralizedMF.generalized_matrix_factorization_model.GeneralizedMatrixFactorizationModel method) (elliot.recommender.neural.ItemAutoRec.itemautorec_model.ItemAutoRecModel method) (elliot.recommender.neural.NeuMF.neural_matrix_factorization_model.NeuralMatrixFactorizationModel method) (elliot.recommender.neural.NFM.neural_fm_model.NeuralFactorizationMachineModel method) (elliot.recommender.neural.NPR.neural_personalized_ranking_model.NPRModel method) (elliot.recommender.visual_recommenders.VNPR.VNPR_model.VNPRModel method) get_rel() (elliot.evaluation.relevance.relevance.AbstractRelevanceSingleton method) (elliot.evaluation.relevance.relevance.BinaryRelevance method) (elliot.evaluation.relevance.relevance.DiscountedRelevance method) get_results() (elliot.recommender.adversarial.AMF.AMF.AMF method) (elliot.recommender.adversarial.AMR.AMR.AMR method) (elliot.recommender.base_recommender_model.BaseRecommenderModel method) (elliot.recommender.recommender_utils_mixin.RecMixin method) get_short_head() (elliot.evaluation.popularity_utils.popularity.Popularity method) get_single_recommendation() (elliot.recommender.algebric.slope_one.slope_one.SlopeOne method) (elliot.recommender.content_based.VSM.vector_space_model.VSM method) (elliot.recommender.knn.attribute_item_knn.attribute_item_knn.AttributeItemKNN method) (elliot.recommender.knn.attribute_user_knn.attribute_user_knn.AttributeUserKNN method) (elliot.recommender.knn.item_knn.item_knn.ItemKNN method) (elliot.recommender.knn.user_knn.user_knn.UserKNN method) (elliot.recommender.knowledge_aware.kaHFM.kahfm.KaHFM method) (elliot.recommender.latent_factor_models.BPRMF.BPRMF.BPRMF method) (elliot.recommender.latent_factor_models.BPRSlim.bprslim.BPRSlim method) (elliot.recommender.latent_factor_models.NonNegMF.non_negative_matrix_factorization.NonNegMF method) (elliot.recommender.latent_factor_models.PureSVD.pure_svd.PureSVD method) (elliot.recommender.latent_factor_models.Slim.slim.Slim method) (elliot.recommender.latent_factor_models.WRMF.wrmf.WRMF method) (elliot.recommender.recommender_utils_mixin.RecMixin method) (elliot.recommender.unpersonalized.most_popular.most_popular.MostPop method) (elliot.recommender.unpersonalized.random_recommender.Random.Random method) get_sorted_pop_items() (elliot.evaluation.popularity_utils.popularity.Popularity method) get_sparse() (elliot.recommender.neural.WideAndDeep.wide_and_deep_model.WideAndDeepModel method) get_test() (elliot.dataset.abstract_dataset.AbstractDataset method) (elliot.dataset.dataloader.knowledge_aware_chains.KnowledgeChainsDataObject method) (elliot.dataset.dataloader.visual_dataloader.VisualDataObject method) (elliot.dataset.dataset.DataSet method) (elliot.evaluation.relevance.relevance.Relevance method) get_top_k() (elliot.recommender.adversarial.AMF.AMF_model.AMF_model method) (elliot.recommender.adversarial.AMR.AMR_model.AMR_model method) (elliot.recommender.autoencoders.dae.multi_dae_model.DenoisingAutoEncoder method) (elliot.recommender.autoencoders.vae.multi_vae_model.VariationalAutoEncoder method) (elliot.recommender.gan.CFGAN.cfgan_model.CFGAN_model method) (elliot.recommender.gan.IRGAN.irgan_model.IRGAN_model method) (elliot.recommender.graph_based.lightgcn.LightGCN_model.LightGCNModel method) (elliot.recommender.graph_based.ngcf.NGCF_model.NGCFModel method) (elliot.recommender.knowledge_aware.kaHFM_batch.kahfm_batch_model.KaHFM_model method) (elliot.recommender.knowledge_aware.kahfm_embeddings.kahfm_embeddings_model.KaHFMEmbeddingsModel method) (elliot.recommender.latent_factor_models.BPRMF_batch.BPRMF_batch_model.BPRMF_batch_model method) (elliot.recommender.latent_factor_models.CML.CML_model.CML_model method) (elliot.recommender.latent_factor_models.FFM.field_aware_factorization_machine_model.FieldAwareFactorizationMachineModel method) (elliot.recommender.latent_factor_models.FISM.FISM_model.FISM_model method) (elliot.recommender.latent_factor_models.FM.factorization_machine_model.FactorizationMachineModel method) (elliot.recommender.latent_factor_models.FunkSVD.funk_svd_model.FunkSVDModel method) (elliot.recommender.latent_factor_models.LogisticMF.logistic_matrix_factorization_model.LogisticMatrixFactorizationModel method) (elliot.recommender.latent_factor_models.MF.matrix_factorization_model.MatrixFactorizationModel method) (elliot.recommender.latent_factor_models.PMF.probabilistic_matrix_factorization_model.ProbabilisticMatrixFactorizationModel method) (elliot.recommender.latent_factor_models.SVDpp.svdpp_model.SVDppModel method) (elliot.recommender.neural.ConvMF.convolutional_matrix_factorization_model.ConvMatrixFactorizationModel method) (elliot.recommender.neural.ConvNeuMF.convolutional_neural_matrix_factorization_model.ConvNeuralMatrixFactorizationModel method) (elliot.recommender.neural.DeepFM.deep_fm_model.DeepFMModel method) (elliot.recommender.neural.DMF.deep_matrix_factorization_model.DeepMatrixFactorizationModel method) (elliot.recommender.neural.GeneralizedMF.generalized_matrix_factorization_model.GeneralizedMatrixFactorizationModel method) (elliot.recommender.neural.ItemAutoRec.itemautorec_model.ItemAutoRecModel method) (elliot.recommender.neural.NAIS.nais_model.NAIS_model method) (elliot.recommender.neural.NeuMF.neural_matrix_factorization_model.NeuralMatrixFactorizationModel method) (elliot.recommender.neural.NFM.neural_fm_model.NeuralFactorizationMachineModel method) (elliot.recommender.neural.NPR.neural_personalized_ranking_model.NPRModel method) (elliot.recommender.neural.UserAutoRec.userautorec_model.UserAutoRecModel method) (elliot.recommender.neural.WideAndDeep.wide_and_deep_model.WideAndDeepModel method) (elliot.recommender.visual_recommenders.ACF.ACF_model.ACFModel method) (elliot.recommender.visual_recommenders.DeepStyle.DeepStyle_model.DeepStyleModel method) (elliot.recommender.visual_recommenders.DVBPR.DVBPR_model.DVBPRModel method) (elliot.recommender.visual_recommenders.VBPR.VBPR_model.VBPRModel method) (elliot.recommender.visual_recommenders.VNPR.VNPR_model.VNPRModel method) get_user_full_array() (elliot.recommender.latent_factor_models.FM.factorization_machine.FM method) get_user_recs() (elliot.recommender.algebric.slope_one.slope_one_model.SlopeOneModel method) (elliot.recommender.content_based.VSM.vector_space_model_similarity.Similarity method) (elliot.recommender.knn.attribute_item_knn.attribute_item_knn_similarity.Similarity method) (elliot.recommender.knn.attribute_user_knn.attribute_user_knn_similarity.Similarity method) (elliot.recommender.knn.item_knn.aiolli_ferrari.AiolliSimilarity method) (elliot.recommender.knn.item_knn.item_knn_similarity.Similarity method) (elliot.recommender.knn.user_knn.aiolli_ferrari.AiolliSimilarity method) (elliot.recommender.knn.user_knn.user_knn_similarity.Similarity method) (elliot.recommender.latent_factor_models.BPRSlim.bprslim_model.BPRSlimModel method) (elliot.recommender.latent_factor_models.NonNegMF.non_negative_matrix_factorization_model.NonNegMFModel method) (elliot.recommender.latent_factor_models.PureSVD.pure_svd_model.PureSVDModel method) (elliot.recommender.latent_factor_models.Slim.slim_model.SlimModel method) (elliot.recommender.latent_factor_models.WRMF.wrmf_model.WRMFModel method) (elliot.recommender.neural.WideAndDeep.wide_and_deep_model.WideAndDeepModel method) get_user_rel() (elliot.evaluation.relevance.relevance.BinaryRelevance method) (elliot.evaluation.relevance.relevance.DiscountedRelevance method) get_user_rel_gains() (elliot.evaluation.relevance.relevance.BinaryRelevance method) (elliot.evaluation.relevance.relevance.DiscountedRelevance method) get_validation() (elliot.dataset.dataloader.knowledge_aware_chains.KnowledgeChainsDataObject method) (elliot.dataset.dataloader.visual_dataloader.VisualDataObject method) (elliot.dataset.dataset.DataSet method) GiniIndex (class in elliot.evaluation.metrics.diversity.gini_index.gini_index), [1] GMF (class in elliot.recommender.neural.GeneralizedMF.generalized_matrix_factorization), [1]

H

handle_hierarchy() (elliot.splitter.base_splitter.Splitter method)

HR (class in elliot.evaluation.metrics.accuracy.hit_rate.hit_rate), [1] HyperParameterStudy (class in elliot.result_handler.result_handler)

I

infer() (elliot.recommender.gan.CFGAN.cfgan_model.Generator method) init() (in module elliot.utils.logging) init_charger() (in module elliot.recommender.base_recommender_model) init_delta_f() (elliot.recommender.adversarial.AMR.AMR_model.AMR_model method) initialize() (elliot.recommender.algebric.slope_one.slope_one_model.SlopeOneModel method) (elliot.recommender.content_based.VSM.vector_space_model_similarity.Similarity method) (elliot.recommender.knn.attribute_item_knn.attribute_item_knn_similarity.Similarity method) (elliot.recommender.knn.attribute_user_knn.attribute_user_knn_similarity.Similarity method) (elliot.recommender.knn.item_knn.aiolli_ferrari.AiolliSimilarity method) (elliot.recommender.knn.item_knn.item_knn_similarity.Similarity method) (elliot.recommender.knn.user_knn.aiolli_ferrari.AiolliSimilarity method) (elliot.recommender.knn.user_knn.user_knn_similarity.Similarity method)

IRGAN (class in elliot.recommender.gan.IRGAN.irgan), [1] IRGAN_model (class in elliot.recommender.gan.IRGAN.irgan_model) ItemAutoRec (class in elliot.recommender.neural.ItemAutoRec.itemautorec), [1] ItemAutoRecModel (class in elliot.recommender.neural.ItemAutoRec.itemautorec_model) ItemCoverage (class in elliot.evaluation.metrics.coverage.item_coverage.item_coverage), [1] ItemKNN (class in elliot.recommender.knn.item_knn.item_knn), [1] ItemMADranking (class in elliot.evaluation.metrics.fairness.MAD.ItemMADranking), [1] ItemMADrating (class in elliot.evaluation.metrics.fairness.MAD.ItemMADrating), [1] iterate() (elliot.recommender.recommender_utils_mixin.RecMixin method)

K

KaHFM (class in elliot.recommender.knowledge_aware.kaHFM.kahfm), [1] KaHFM_model (class in elliot.recommender.knowledge_aware.kaHFM_batch.kahfm_batch_model) KaHFMBatch (class in elliot.recommender.knowledge_aware.kaHFM_batch.kahfm_batch), [1]

KaHFMEmbeddings (class in elliot.recommender.knowledge_aware.kahfm_embeddings.kahfm_embeddings), [1] KaHFMEmbeddingsModel (class in elliot.recommender.knowledge_aware.kahfm_embeddings.kahfm_embeddings_model) KnowledgeChainsDataObject (class in elliot.dataset.dataloader.knowledge_aware_chains) KnowledgeChainsLoader (class in elliot.dataset.dataloader.knowledge_aware_chains)

L

LatentFactor (class in elliot.recommender.latent_factor_models.CML.CML_model) (class in elliot.recommender.latent_factor_models.FISM.FISM_model) (class in elliot.recommender.neural.NAIS.nais_model) LAUC (class in elliot.evaluation.metrics.accuracy.AUC.lauc), [1] LightGCN (class in elliot.recommender.graph_based.lightgcn.LightGCN), [1] LightGCNModel (class in elliot.recommender.graph_based.lightgcn.LightGCN_model) Linear (class in elliot.recommender.latent_factor_models.FM.factorization_machine_model) load_attribute_file() (elliot.dataset.dataloader.knowledge_aware_chains.KnowledgeChainsLoader method) load_dataset_dataframe() (elliot.dataset.dataloader.knowledge_aware_chains.KnowledgeChainsLoader method) (elliot.dataset.dataloader.visual_dataloader.VisualLoader method) load_dataset_dict() (elliot.dataset.dataloader.knowledge_aware_chains.KnowledgeChainsLoader method) load_feature_names() (elliot.dataset.dataloader.knowledge_aware_chains.KnowledgeChainsLoader method) load_item_set() (elliot.dataset.dataloader.knowledge_aware_chains.KnowledgeChainsLoader method) load_obj() (in module elliot.utils.read) load_properties() (elliot.dataset.dataloader.knowledge_aware_chains.KnowledgeChainsLoader method)

load_weights() (elliot.recommender.algebric.slope_one.slope_one_model.SlopeOneModel method) (elliot.recommender.content_based.VSM.vector_space_model_similarity.Similarity method) (elliot.recommender.knn.attribute_item_knn.attribute_item_knn_similarity.Similarity method) (elliot.recommender.knn.attribute_user_knn.attribute_user_knn_similarity.Similarity method) (elliot.recommender.knn.item_knn.aiolli_ferrari.AiolliSimilarity method) (elliot.recommender.knn.item_knn.item_knn_similarity.Similarity method) (elliot.recommender.knn.user_knn.aiolli_ferrari.AiolliSimilarity method) (elliot.recommender.knn.user_knn.user_knn_similarity.Similarity method) (elliot.recommender.latent_factor_models.BPRSlim.bprslim_model.BPRSlimModel method) (elliot.recommender.latent_factor_models.NonNegMF.non_negative_matrix_factorization_model.NonNegMFModel method) (elliot.recommender.latent_factor_models.PureSVD.pure_svd_model.PureSVDModel method) (elliot.recommender.latent_factor_models.Slim.slim_model.SlimModel method) (elliot.recommender.latent_factor_models.WRMF.wrmf_model.WRMFModel method) logarithmic_ranking_discount() (elliot.evaluation.relevance.relevance.AbstractRelevanceSingleton static method) LogisticMatrixFactorization (class in elliot.recommender.latent_factor_models.LogisticMF.logistic_matrix_factorization), [1] LogisticMatrixFactorizationModel (class in elliot.recommender.latent_factor_models.LogisticMF.logistic_matrix_factorization_model)

M

MAE (class in elliot.evaluation.metrics.rating.mae.mae), [1] manage_directories() (in module elliot.utils.folder) MAP (class in elliot.evaluation.metrics.accuracy.map.map), [1] MAR (class in elliot.evaluation.metrics.accuracy.mar.mar), [1] MatrixFactorizationLayer (class in elliot.recommender.latent_factor_models.FM.factorization_machine_model) MatrixFactorizationModel (class in elliot.recommender.latent_factor_models.MF.matrix_factorization_model) MF (class in elliot.recommender.latent_factor_models.MF.matrix_factorization) MLPComponent (class in elliot.recommender.neural.ConvMF.convolutional_matrix_factorization_model) (class in elliot.recommender.neural.ConvNeuMF.convolutional_neural_matrix_factorization_model) ModelCoordinator (class in elliot.hyperoptimization.model_coordinator) models() (elliot.namespace.namespace_model_builder.Builder method) (elliot.namespace.namespace_model_builder.NameSpaceBuilder method) module elliot elliot.dataset elliot.dataset.abstract_dataset elliot.dataset.dataloader elliot.dataset.dataloader.knowledge_aware_chains elliot.dataset.dataloader.visual_dataloader elliot.dataset.dataset elliot.dataset.samplers elliot.dataset.samplers.custom_pointwise_sparse_sampler elliot.dataset.samplers.custom_sampler elliot.dataset.samplers.custom_sparse_sampler elliot.dataset.samplers.pairwise_sampler elliot.dataset.samplers.pipeline_sampler elliot.dataset.samplers.pointwise_cfgan_sampler elliot.dataset.samplers.pointwise_pos_neg_ratings_sampler elliot.dataset.samplers.pointwise_pos_neg_ratio_ratings_sampler elliot.dataset.samplers.pointwise_pos_neg_sampler elliot.dataset.samplers.pointwise_wide_and_deep_sampler elliot.dataset.samplers.sparse_sampler elliot.evaluation elliot.evaluation.evaluator elliot.evaluation.metrics, [1] elliot.evaluation.metrics.accuracy, [1] elliot.evaluation.metrics.accuracy.AUC elliot.evaluation.metrics.accuracy.AUC.auc, [1] elliot.evaluation.metrics.accuracy.AUC.gauc, [1] elliot.evaluation.metrics.accuracy.AUC.lauc, [1] elliot.evaluation.metrics.accuracy.DSC elliot.evaluation.metrics.accuracy.DSC.dsc, [1] elliot.evaluation.metrics.accuracy.f1 elliot.evaluation.metrics.accuracy.f1.extended_f1, [1] elliot.evaluation.metrics.accuracy.f1.f1, [1] elliot.evaluation.metrics.accuracy.hit_rate elliot.evaluation.metrics.accuracy.hit_rate.hit_rate, [1] elliot.evaluation.metrics.accuracy.map elliot.evaluation.metrics.accuracy.map.map, [1] elliot.evaluation.metrics.accuracy.mar elliot.evaluation.metrics.accuracy.mar.mar, [1] elliot.evaluation.metrics.accuracy.mrr elliot.evaluation.metrics.accuracy.mrr.mrr, [1] elliot.evaluation.metrics.accuracy.ndcg elliot.evaluation.metrics.accuracy.ndcg.ndcg, [1] elliot.evaluation.metrics.accuracy.ndcg.ndcg_rendle2020, [1], [2] elliot.evaluation.metrics.accuracy.precision elliot.evaluation.metrics.accuracy.precision.precision, [1] elliot.evaluation.metrics.accuracy.recall elliot.evaluation.metrics.accuracy.recall.recall, [1] elliot.evaluation.metrics.base_metric elliot.evaluation.metrics.bias, [1] elliot.evaluation.metrics.bias.aclt elliot.evaluation.metrics.bias.aclt.aclt, [1] elliot.evaluation.metrics.bias.aplt elliot.evaluation.metrics.bias.aplt.aplt, [1] elliot.evaluation.metrics.bias.arp elliot.evaluation.metrics.bias.arp.arp, [1] elliot.evaluation.metrics.bias.pop_reo elliot.evaluation.metrics.bias.pop_reo.extended_pop_reo, [1] elliot.evaluation.metrics.bias.pop_reo.pop_reo, [1] elliot.evaluation.metrics.bias.pop_rsp elliot.evaluation.metrics.bias.pop_rsp.extended_pop_rsp, [1] elliot.evaluation.metrics.bias.pop_rsp.pop_rsp, [1] elliot.evaluation.metrics.coverage, [1] elliot.evaluation.metrics.coverage.item_coverage elliot.evaluation.metrics.coverage.item_coverage.item_coverage, [1] elliot.evaluation.metrics.coverage.num_retrieved elliot.evaluation.metrics.coverage.num_retrieved.num_retrieved, [1] elliot.evaluation.metrics.coverage.user_coverage elliot.evaluation.metrics.coverage.user_coverage.user_coverage, [1] elliot.evaluation.metrics.coverage.user_coverage.user_coverage_at_n, [1] elliot.evaluation.metrics.diversity, [1] elliot.evaluation.metrics.diversity.gini_index elliot.evaluation.metrics.diversity.gini_index.gini_index, [1] elliot.evaluation.metrics.diversity.shannon_entropy elliot.evaluation.metrics.diversity.shannon_entropy.shannon_entropy, [1] elliot.evaluation.metrics.diversity.SRecall elliot.evaluation.metrics.diversity.SRecall.srecall, [1] elliot.evaluation.metrics.fairness, [1] elliot.evaluation.metrics.fairness.BiasDisparity elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBD, [1] elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBR, [1] elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBS, [1] elliot.evaluation.metrics.fairness.MAD elliot.evaluation.metrics.fairness.MAD.ItemMADranking, [1] elliot.evaluation.metrics.fairness.MAD.ItemMADrating, [1] elliot.evaluation.metrics.fairness.MAD.UserMADranking, [1] elliot.evaluation.metrics.fairness.MAD.UserMADrating, [1] elliot.evaluation.metrics.fairness.reo elliot.evaluation.metrics.fairness.reo.reo, [1] elliot.evaluation.metrics.fairness.rsp elliot.evaluation.metrics.fairness.rsp.rsp elliot.evaluation.metrics.metrics_utils elliot.evaluation.metrics.novelty, [1] elliot.evaluation.metrics.novelty.EFD elliot.evaluation.metrics.novelty.EFD.efd elliot.evaluation.metrics.novelty.EFD.extended_efd elliot.evaluation.metrics.novelty.EPC elliot.evaluation.metrics.novelty.EPC.epc elliot.evaluation.metrics.novelty.EPC.extended_epc elliot.evaluation.metrics.rating, [1] elliot.evaluation.metrics.rating.mae elliot.evaluation.metrics.rating.mae.mae elliot.evaluation.metrics.rating.mse elliot.evaluation.metrics.rating.mse.mse elliot.evaluation.metrics.rating.rmse elliot.evaluation.metrics.rating.rmse.rmse elliot.evaluation.metrics.statistical_array_metric elliot.evaluation.popularity_utils elliot.evaluation.popularity_utils.popularity elliot.evaluation.relevance elliot.evaluation.relevance.relevance elliot.evaluation.statistical_significance elliot.hyperoptimization elliot.hyperoptimization.model_coordinator elliot.namespace elliot.namespace.namespace_model elliot.namespace.namespace_model_builder elliot.prefiltering elliot.prefiltering.standard_prefilters elliot.recommender, [1] elliot.recommender.adversarial, [1] elliot.recommender.adversarial.AMF elliot.recommender.adversarial.AMF.AMF, [1] elliot.recommender.adversarial.AMF.AMF_model elliot.recommender.adversarial.AMR elliot.recommender.adversarial.AMR.AMR, [1] elliot.recommender.adversarial.AMR.AMR_model elliot.recommender.algebric, [1] elliot.recommender.algebric.slope_one elliot.recommender.algebric.slope_one.slope_one, [1] elliot.recommender.algebric.slope_one.slope_one_model elliot.recommender.autoencoders, [1] elliot.recommender.autoencoders.dae elliot.recommender.autoencoders.dae.multi_dae, [1] elliot.recommender.autoencoders.dae.multi_dae_model elliot.recommender.autoencoders.vae elliot.recommender.autoencoders.vae.multi_vae, [1] elliot.recommender.autoencoders.vae.multi_vae_model elliot.recommender.base_recommender_model elliot.recommender.content_based, [1] elliot.recommender.content_based.VSM elliot.recommender.content_based.VSM.tfidf_utils elliot.recommender.content_based.VSM.vector_space_model, [1] elliot.recommender.content_based.VSM.vector_space_model_similarity elliot.recommender.gan, [1] elliot.recommender.gan.CFGAN elliot.recommender.gan.CFGAN.cfgan, [1] elliot.recommender.gan.CFGAN.cfgan_model elliot.recommender.gan.IRGAN elliot.recommender.gan.IRGAN.irgan, [1] elliot.recommender.gan.IRGAN.irgan_model elliot.recommender.graph_based, [1] elliot.recommender.graph_based.lightgcn elliot.recommender.graph_based.lightgcn.LightGCN, [1] elliot.recommender.graph_based.lightgcn.LightGCN_model elliot.recommender.graph_based.ngcf elliot.recommender.graph_based.ngcf.NGCF, [1] elliot.recommender.graph_based.ngcf.NGCF_model elliot.recommender.knn, [1] elliot.recommender.knn.attribute_item_knn elliot.recommender.knn.attribute_item_knn.attribute_item_knn elliot.recommender.knn.attribute_item_knn.attribute_item_knn_similarity elliot.recommender.knn.attribute_user_knn elliot.recommender.knn.attribute_user_knn.attribute_user_knn elliot.recommender.knn.attribute_user_knn.attribute_user_knn_similarity elliot.recommender.knn.attribute_user_knn.tfidf_utils elliot.recommender.knn.item_knn elliot.recommender.knn.item_knn.aiolli_ferrari elliot.recommender.knn.item_knn.item_knn elliot.recommender.knn.item_knn.item_knn_similarity elliot.recommender.knn.user_knn elliot.recommender.knn.user_knn.aiolli_ferrari elliot.recommender.knn.user_knn.user_knn elliot.recommender.knn.user_knn.user_knn_similarity elliot.recommender.knowledge_aware, [1] elliot.recommender.knowledge_aware.kaHFM elliot.recommender.knowledge_aware.kaHFM.kahfm, [1] elliot.recommender.knowledge_aware.kaHFM.tfidf_utils elliot.recommender.knowledge_aware.kaHFM_batch elliot.recommender.knowledge_aware.kaHFM_batch.kahfm_batch, [1] elliot.recommender.knowledge_aware.kaHFM_batch.kahfm_batch_model elliot.recommender.knowledge_aware.kaHFM_batch.tfidf_utils elliot.recommender.knowledge_aware.kahfm_embeddings elliot.recommender.knowledge_aware.kahfm_embeddings.kahfm_embeddings, [1] elliot.recommender.knowledge_aware.kahfm_embeddings.kahfm_embeddings_model elliot.recommender.knowledge_aware.kahfm_embeddings.tfidf_utils elliot.recommender.latent_factor_models, [1] elliot.recommender.latent_factor_models.BPRMF elliot.recommender.latent_factor_models.BPRMF.BPRMF, [1] elliot.recommender.latent_factor_models.BPRMF_batch elliot.recommender.latent_factor_models.BPRMF_batch.BPRMF_batch, [1] elliot.recommender.latent_factor_models.BPRMF_batch.BPRMF_batch_model elliot.recommender.latent_factor_models.BPRSlim elliot.recommender.latent_factor_models.BPRSlim.bprslim, [1] elliot.recommender.latent_factor_models.BPRSlim.bprslim_model elliot.recommender.latent_factor_models.CML elliot.recommender.latent_factor_models.CML.CML, [1] elliot.recommender.latent_factor_models.CML.CML_model elliot.recommender.latent_factor_models.FFM elliot.recommender.latent_factor_models.FFM.field_aware_factorization_machine, [1] elliot.recommender.latent_factor_models.FFM.field_aware_factorization_machine_model elliot.recommender.latent_factor_models.FISM elliot.recommender.latent_factor_models.FISM.FISM, [1] elliot.recommender.latent_factor_models.FISM.FISM_model elliot.recommender.latent_factor_models.FM elliot.recommender.latent_factor_models.FM.factorization_machine, [1] elliot.recommender.latent_factor_models.FM.factorization_machine_model elliot.recommender.latent_factor_models.FunkSVD elliot.recommender.latent_factor_models.FunkSVD.funk_svd, [1] elliot.recommender.latent_factor_models.FunkSVD.funk_svd_model elliot.recommender.latent_factor_models.LogisticMF elliot.recommender.latent_factor_models.LogisticMF.logistic_matrix_factorization, [1] elliot.recommender.latent_factor_models.LogisticMF.logistic_matrix_factorization_model elliot.recommender.latent_factor_models.MF elliot.recommender.latent_factor_models.MF.matrix_factorization elliot.recommender.latent_factor_models.MF.matrix_factorization_model elliot.recommender.latent_factor_models.NonNegMF elliot.recommender.latent_factor_models.NonNegMF.non_negative_matrix_factorization, [1] elliot.recommender.latent_factor_models.NonNegMF.non_negative_matrix_factorization_model elliot.recommender.latent_factor_models.PMF elliot.recommender.latent_factor_models.PMF.probabilistic_matrix_factorization, [1] elliot.recommender.latent_factor_models.PMF.probabilistic_matrix_factorization_model elliot.recommender.latent_factor_models.PureSVD elliot.recommender.latent_factor_models.PureSVD.pure_svd, [1] elliot.recommender.latent_factor_models.PureSVD.pure_svd_model elliot.recommender.latent_factor_models.Slim elliot.recommender.latent_factor_models.Slim.slim, [1] elliot.recommender.latent_factor_models.Slim.slim_model elliot.recommender.latent_factor_models.SVDpp elliot.recommender.latent_factor_models.SVDpp.svdpp, [1] elliot.recommender.latent_factor_models.SVDpp.svdpp_model elliot.recommender.latent_factor_models.WRMF elliot.recommender.latent_factor_models.WRMF.wrmf, [1] elliot.recommender.latent_factor_models.WRMF.wrmf_model elliot.recommender.neural, [1] elliot.recommender.neural.ConvMF elliot.recommender.neural.ConvMF.convolutional_matrix_factorization elliot.recommender.neural.ConvMF.convolutional_matrix_factorization_model elliot.recommender.neural.ConvNeuMF elliot.recommender.neural.ConvNeuMF.convolutional_neural_matrix_factorization elliot.recommender.neural.ConvNeuMF.convolutional_neural_matrix_factorization_model elliot.recommender.neural.DeepFM elliot.recommender.neural.DeepFM.deep_fm elliot.recommender.neural.DeepFM.deep_fm_model elliot.recommender.neural.DMF elliot.recommender.neural.DMF.deep_matrix_factorization elliot.recommender.neural.DMF.deep_matrix_factorization_model elliot.recommender.neural.GeneralizedMF elliot.recommender.neural.GeneralizedMF.generalized_matrix_factorization elliot.recommender.neural.GeneralizedMF.generalized_matrix_factorization_model elliot.recommender.neural.ItemAutoRec elliot.recommender.neural.ItemAutoRec.itemautorec elliot.recommender.neural.ItemAutoRec.itemautorec_model elliot.recommender.neural.NAIS elliot.recommender.neural.NAIS.nais elliot.recommender.neural.NAIS.nais_model elliot.recommender.neural.NeuMF elliot.recommender.neural.NeuMF.neural_matrix_factorization elliot.recommender.neural.NeuMF.neural_matrix_factorization_model elliot.recommender.neural.NFM elliot.recommender.neural.NFM.neural_fm elliot.recommender.neural.NFM.neural_fm_model elliot.recommender.neural.NPR elliot.recommender.neural.NPR.neural_personalized_ranking elliot.recommender.neural.NPR.neural_personalized_ranking_model elliot.recommender.neural.UserAutoRec elliot.recommender.neural.UserAutoRec.userautorec elliot.recommender.neural.UserAutoRec.userautorec_model elliot.recommender.neural.WideAndDeep elliot.recommender.neural.WideAndDeep.wide_and_deep elliot.recommender.neural.WideAndDeep.wide_and_deep_model elliot.recommender.recommender_utils_mixin elliot.recommender.unpersonalized, [1] elliot.recommender.unpersonalized.most_popular elliot.recommender.unpersonalized.most_popular.most_popular, [1] elliot.recommender.unpersonalized.random_recommender elliot.recommender.unpersonalized.random_recommender.Random, [1] elliot.recommender.visual_recommenders, [1] elliot.recommender.visual_recommenders.ACF elliot.recommender.visual_recommenders.ACF.ACF elliot.recommender.visual_recommenders.ACF.ACF_model elliot.recommender.visual_recommenders.DeepStyle elliot.recommender.visual_recommenders.DeepStyle.DeepStyle elliot.recommender.visual_recommenders.DeepStyle.DeepStyle_model elliot.recommender.visual_recommenders.DVBPR elliot.recommender.visual_recommenders.DVBPR.DVBPR elliot.recommender.visual_recommenders.DVBPR.DVBPR_model elliot.recommender.visual_recommenders.DVBPR.FeatureExtractor elliot.recommender.visual_recommenders.VBPR elliot.recommender.visual_recommenders.VBPR.VBPR elliot.recommender.visual_recommenders.VBPR.VBPR_model elliot.recommender.visual_recommenders.VNPR elliot.recommender.visual_recommenders.VNPR.VNPR elliot.recommender.visual_recommenders.VNPR.VNPR_model elliot.result_handler elliot.result_handler.result_handler elliot.run elliot.splitter elliot.splitter.base_splitter elliot.utils elliot.utils.folder elliot.utils.logger_util elliot.utils.logging elliot.utils.read elliot.utils.write

MostPop (class in elliot.recommender.unpersonalized.most_popular.most_popular), [1] MRR (class in elliot.evaluation.metrics.accuracy.mrr.mrr), [1] MSE (class in elliot.evaluation.metrics.rating.mse.mse), [1] MultiDAE (class in elliot.recommender.autoencoders.dae.multi_dae), [1] MultiVAE (class in elliot.recommender.autoencoders.vae.multi_vae), [1]

N

NAIS (class in elliot.recommender.neural.NAIS.nais), [1] NAIS_model (class in elliot.recommender.neural.NAIS.nais_model) name() (elliot.evaluation.metrics.accuracy.AUC.auc.AUC static method) (elliot.evaluation.metrics.accuracy.AUC.gauc.GAUC static method) (elliot.evaluation.metrics.accuracy.AUC.lauc.LAUC static method) (elliot.evaluation.metrics.accuracy.DSC.dsc.DSC static method) (elliot.evaluation.metrics.accuracy.f1.extended_f1.ExtendedF1 static method) (elliot.evaluation.metrics.accuracy.f1.f1.F1 static method) (elliot.evaluation.metrics.accuracy.hit_rate.hit_rate.HR static method) (elliot.evaluation.metrics.accuracy.map.map.MAP static method) (elliot.evaluation.metrics.accuracy.mar.mar.MAR static method) (elliot.evaluation.metrics.accuracy.mrr.mrr.MRR static method) (elliot.evaluation.metrics.accuracy.ndcg.ndcg.nDCG static method) (elliot.evaluation.metrics.accuracy.ndcg.ndcg_rendle2020.nDCGRendle2020 static method), [1] (elliot.evaluation.metrics.accuracy.precision.precision.Precision static method) (elliot.evaluation.metrics.accuracy.recall.recall.Recall static method) (elliot.evaluation.metrics.base_metric.BaseMetric method) (elliot.evaluation.metrics.bias.aclt.aclt.ACLT static method) (elliot.evaluation.metrics.bias.aplt.aplt.APLT static method) (elliot.evaluation.metrics.bias.arp.arp.ARP static method) (elliot.evaluation.metrics.bias.pop_reo.extended_pop_reo.ExtendedPopREO static method) (elliot.evaluation.metrics.bias.pop_reo.pop_reo.PopREO static method) (elliot.evaluation.metrics.bias.pop_rsp.extended_pop_rsp.ExtendedPopRSP static method) (elliot.evaluation.metrics.bias.pop_rsp.pop_rsp.PopRSP static method) (elliot.evaluation.metrics.coverage.item_coverage.item_coverage.ItemCoverage static method) (elliot.evaluation.metrics.coverage.num_retrieved.num_retrieved.NumRetrieved static method) (elliot.evaluation.metrics.coverage.user_coverage.user_coverage.UserCoverage static method) (elliot.evaluation.metrics.coverage.user_coverage.user_coverage_at_n.UserCoverageAtN static method) (elliot.evaluation.metrics.diversity.gini_index.gini_index.GiniIndex static method) (elliot.evaluation.metrics.diversity.shannon_entropy.shannon_entropy.ShannonEntropy static method) (elliot.evaluation.metrics.diversity.SRecall.srecall.SRecall static method) (elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBD.BiasDisparityBD method) (elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBR.BiasDisparityBR method) (elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBS.BiasDisparityBS method) (elliot.evaluation.metrics.fairness.MAD.ItemMADranking.ItemMADranking method) (elliot.evaluation.metrics.fairness.MAD.ItemMADrating.ItemMADrating method) (elliot.evaluation.metrics.fairness.MAD.UserMADranking.UserMADranking method) (elliot.evaluation.metrics.fairness.MAD.UserMADrating.UserMADrating method) (elliot.evaluation.metrics.fairness.reo.reo.REO method) (elliot.evaluation.metrics.fairness.rsp.rsp.RSP method) (elliot.evaluation.metrics.metrics_utils.ProxyMetric method) (elliot.evaluation.metrics.metrics_utils.ProxyStatisticalMetric method) (elliot.evaluation.metrics.novelty.EFD.efd.EFD static method) (elliot.evaluation.metrics.novelty.EFD.extended_efd.ExtendedEFD static method) (elliot.evaluation.metrics.novelty.EPC.epc.EPC static method) (elliot.evaluation.metrics.novelty.EPC.extended_epc.ExtendedEPC static method) (elliot.evaluation.metrics.rating.mae.mae.MAE static method) (elliot.evaluation.metrics.rating.mse.mse.MSE static method) (elliot.evaluation.metrics.rating.rmse.rmse.RMSE static method) (elliot.recommender.adversarial.AMF.AMF.AMF property) (elliot.recommender.adversarial.AMR.AMR.AMR property) (elliot.recommender.algebric.slope_one.slope_one.SlopeOne property) (elliot.recommender.autoencoders.dae.multi_dae.MultiDAE property) (elliot.recommender.autoencoders.vae.multi_vae.MultiVAE property) (elliot.recommender.content_based.VSM.vector_space_model.VSM property) (elliot.recommender.gan.CFGAN.cfgan.CFGAN property) (elliot.recommender.gan.IRGAN.irgan.IRGAN property) (elliot.recommender.graph_based.lightgcn.LightGCN.LightGCN property) (elliot.recommender.graph_based.ngcf.NGCF.NGCF property) (elliot.recommender.knn.attribute_item_knn.attribute_item_knn.AttributeItemKNN property) (elliot.recommender.knn.attribute_user_knn.attribute_user_knn.AttributeUserKNN property) (elliot.recommender.knn.item_knn.item_knn.ItemKNN property) (elliot.recommender.knn.user_knn.user_knn.UserKNN property) (elliot.recommender.knowledge_aware.kaHFM.kahfm.KaHFM property) (elliot.recommender.knowledge_aware.kaHFM_batch.kahfm_batch.KaHFMBatch property) (elliot.recommender.knowledge_aware.kahfm_embeddings.kahfm_embeddings.KaHFMEmbeddings property) (elliot.recommender.latent_factor_models.BPRMF.BPRMF.BPRMF property) (elliot.recommender.latent_factor_models.BPRMF_batch.BPRMF_batch.BPRMF_batch property) (elliot.recommender.latent_factor_models.BPRSlim.bprslim.BPRSlim property) (elliot.recommender.latent_factor_models.CML.CML.CML property) (elliot.recommender.latent_factor_models.FFM.field_aware_factorization_machine.FFM property) (elliot.recommender.latent_factor_models.FISM.FISM.FISM property) (elliot.recommender.latent_factor_models.FM.factorization_machine.FM property) (elliot.recommender.latent_factor_models.FunkSVD.funk_svd.FunkSVD property) (elliot.recommender.latent_factor_models.LogisticMF.logistic_matrix_factorization.LogisticMatrixFactorization property) (elliot.recommender.latent_factor_models.MF.matrix_factorization.MF property) (elliot.recommender.latent_factor_models.NonNegMF.non_negative_matrix_factorization.NonNegMF property) (elliot.recommender.latent_factor_models.PMF.probabilistic_matrix_factorization.PMF property) (elliot.recommender.latent_factor_models.PureSVD.pure_svd.PureSVD property) (elliot.recommender.latent_factor_models.Slim.slim.Slim property) (elliot.recommender.latent_factor_models.SVDpp.svdpp.SVDpp property) (elliot.recommender.latent_factor_models.WRMF.wrmf.WRMF property) (elliot.recommender.neural.ConvMF.convolutional_matrix_factorization.ConvMF property) (elliot.recommender.neural.ConvNeuMF.convolutional_neural_matrix_factorization.ConvNeuMF property) (elliot.recommender.neural.DeepFM.deep_fm.DeepFM property) (elliot.recommender.neural.DMF.deep_matrix_factorization.DMF property) (elliot.recommender.neural.GeneralizedMF.generalized_matrix_factorization.GMF property) (elliot.recommender.neural.ItemAutoRec.itemautorec.ItemAutoRec property) (elliot.recommender.neural.NAIS.nais.NAIS property) (elliot.recommender.neural.NeuMF.neural_matrix_factorization.NeuMF property) (elliot.recommender.neural.NFM.neural_fm.NFM property) (elliot.recommender.neural.NPR.neural_personalized_ranking.NPR property) (elliot.recommender.neural.UserAutoRec.userautorec.UserAutoRec property) (elliot.recommender.neural.WideAndDeep.wide_and_deep.WideAndDeep property) (elliot.recommender.unpersonalized.most_popular.most_popular.MostPop property) (elliot.recommender.unpersonalized.random_recommender.Random.Random property) (elliot.recommender.visual_recommenders.ACF.ACF.ACF property) (elliot.recommender.visual_recommenders.DeepStyle.DeepStyle.DeepStyle property) (elliot.recommender.visual_recommenders.DVBPR.DVBPR.DVBPR property) (elliot.recommender.visual_recommenders.VBPR.VBPR.VBPR property) (elliot.recommender.visual_recommenders.VNPR.VNPR.VNPR property)

NameSpaceBuilder (class in elliot.namespace.namespace_model_builder) NameSpaceModel (class in elliot.namespace.namespace_model) nDCG (class in elliot.evaluation.metrics.accuracy.ndcg.ndcg), [1] nDCGRendle2020 (class in elliot.evaluation.metrics.accuracy.ndcg.ndcg_rendle2020), [1], [2] needs_full_recommendations() (elliot.evaluation.metrics.accuracy.AUC.auc.AUC static method) (elliot.evaluation.metrics.accuracy.AUC.gauc.GAUC static method) (elliot.evaluation.metrics.base_metric.BaseMetric static method) (elliot.evaluation.metrics.metrics_utils.ProxyMetric method) (elliot.evaluation.metrics.metrics_utils.ProxyStatisticalMetric method) (elliot.evaluation.metrics.rating.mae.mae.MAE static method) (elliot.evaluation.metrics.rating.mse.mse.MSE static method) (elliot.evaluation.metrics.rating.rmse.rmse.RMSE static method) NeuMF (class in elliot.recommender.neural.NeuMF.neural_matrix_factorization), [1] NeuralFactorizationMachineModel (class in elliot.recommender.neural.NFM.neural_fm_model) NeuralMatrixFactorizationModel (class in elliot.recommender.neural.NeuMF.neural_matrix_factorization_model) NFM (class in elliot.recommender.neural.NFM.neural_fm), [1] NGCF (class in elliot.recommender.graph_based.ngcf.NGCF), [1] NGCFModel (class in elliot.recommender.graph_based.ngcf.NGCF_model) NonNegMF (class in elliot.recommender.latent_factor_models.NonNegMF.non_negative_matrix_factorization), [1] NonNegMFModel (class in elliot.recommender.latent_factor_models.NonNegMF.non_negative_matrix_factorization_model) NPR (class in elliot.recommender.neural.NPR.neural_personalized_ranking), [1] NPRModel (class in elliot.recommender.neural.NPR.neural_personalized_ranking_model) NumRetrieved (class in elliot.evaluation.metrics.coverage.num_retrieved.num_retrieved), [1]

O

objective() (elliot.hyperoptimization.model_coordinator.ModelCoordinator method)

P

PairedTTest (class in elliot.evaluation.statistical_significance) (elliot.result_handler.result_handler.StatTest attribute) parse_algorithms() (in module elliot.hyperoptimization) parse_metric() (in module elliot.evaluation.metrics) parse_metrics() (in module elliot.evaluation.metrics) pipeline() (elliot.dataset.samplers.pipeline_sampler.Sampler method) pipeline_eval() (elliot.dataset.samplers.pipeline_sampler.Sampler method) PMF (class in elliot.recommender.latent_factor_models.PMF.probabilistic_matrix_factorization), [1] PopREO (class in elliot.evaluation.metrics.bias.pop_reo.pop_reo), [1] PopRSP (class in elliot.evaluation.metrics.bias.pop_rsp.pop_rsp), [1] Popularity (class in elliot.evaluation.popularity_utils.popularity) pre_train_discriminator() (elliot.recommender.gan.IRGAN.irgan_model.IRGAN_model method) pre_train_generator() (elliot.recommender.gan.IRGAN.irgan_model.IRGAN_model method) Precision (class in elliot.evaluation.metrics.accuracy.precision.precision), [1] predict() (elliot.recommender.adversarial.AMF.AMF_model.AMF_model method) (elliot.recommender.algebric.slope_one.slope_one_model.SlopeOneModel method) (elliot.recommender.autoencoders.dae.multi_dae_model.DenoisingAutoEncoder method) (elliot.recommender.autoencoders.vae.multi_vae_model.VariationalAutoEncoder method) (elliot.recommender.gan.CFGAN.cfgan_model.CFGAN_model method) (elliot.recommender.gan.IRGAN.irgan_model.IRGAN_model method) (elliot.recommender.graph_based.lightgcn.LightGCN_model.LightGCNModel method) (elliot.recommender.graph_based.ngcf.NGCF_model.NGCFModel method) (elliot.recommender.knowledge_aware.kaHFM_batch.kahfm_batch_model.KaHFM_model method) (elliot.recommender.knowledge_aware.kahfm_embeddings.kahfm_embeddings_model.KaHFMEmbeddingsModel method) (elliot.recommender.latent_factor_models.BPRMF_batch.BPRMF_batch_model.BPRMF_batch_model method) (elliot.recommender.latent_factor_models.BPRSlim.bprslim.BPRSlim method) (elliot.recommender.latent_factor_models.BPRSlim.bprslim_model.BPRSlimModel method) (elliot.recommender.latent_factor_models.CML.CML_model.CML_model method) (elliot.recommender.latent_factor_models.FFM.field_aware_factorization_machine.FFM method) (elliot.recommender.latent_factor_models.FFM.field_aware_factorization_machine_model.FieldAwareFactorizationMachineModel method) (elliot.recommender.latent_factor_models.FISM.FISM_model.FISM_model method) (elliot.recommender.latent_factor_models.FM.factorization_machine.FM method) (elliot.recommender.latent_factor_models.FM.factorization_machine_model.FactorizationMachineModel method) (elliot.recommender.latent_factor_models.FunkSVD.funk_svd_model.FunkSVDModel method) (elliot.recommender.latent_factor_models.LogisticMF.logistic_matrix_factorization.LogisticMatrixFactorization method) (elliot.recommender.latent_factor_models.MF.matrix_factorization.MF method) (elliot.recommender.latent_factor_models.MF.matrix_factorization_model.MatrixFactorizationModel method) (elliot.recommender.latent_factor_models.NonNegMF.non_negative_matrix_factorization_model.NonNegMFModel method) (elliot.recommender.latent_factor_models.PMF.probabilistic_matrix_factorization.PMF method) (elliot.recommender.latent_factor_models.PMF.probabilistic_matrix_factorization_model.ProbabilisticMatrixFactorizationModel method) (elliot.recommender.latent_factor_models.PureSVD.pure_svd.PureSVD method) (elliot.recommender.latent_factor_models.PureSVD.pure_svd_model.PureSVDModel method) (elliot.recommender.latent_factor_models.Slim.slim.Slim method) (elliot.recommender.latent_factor_models.Slim.slim_model.SlimModel method) (elliot.recommender.latent_factor_models.SVDpp.svdpp_model.SVDppModel method) (elliot.recommender.latent_factor_models.WRMF.wrmf_model.WRMFModel method) (elliot.recommender.neural.ConvMF.convolutional_matrix_factorization_model.ConvMatrixFactorizationModel method) (elliot.recommender.neural.ConvNeuMF.convolutional_neural_matrix_factorization_model.ConvNeuralMatrixFactorizationModel method) (elliot.recommender.neural.DeepFM.deep_fm.DeepFM method) (elliot.recommender.neural.DeepFM.deep_fm_model.DeepFMModel method) (elliot.recommender.neural.DMF.deep_matrix_factorization_model.DeepMatrixFactorizationModel method) (elliot.recommender.neural.ItemAutoRec.itemautorec_model.ItemAutoRecModel method) (elliot.recommender.neural.NAIS.nais_model.NAIS_model method) (elliot.recommender.neural.NeuMF.neural_matrix_factorization_model.NeuralMatrixFactorizationModel method) (elliot.recommender.neural.NFM.neural_fm.NFM method) (elliot.recommender.neural.NFM.neural_fm_model.NeuralFactorizationMachineModel method) (elliot.recommender.neural.NPR.neural_personalized_ranking_model.NPRModel method) (elliot.recommender.neural.UserAutoRec.userautorec_model.UserAutoRecModel method) (elliot.recommender.neural.WideAndDeep.wide_and_deep_model.WideAndDeepModel method) (elliot.recommender.visual_recommenders.ACF.ACF_model.ACFModel method) (elliot.recommender.visual_recommenders.VBPR.VBPR_model.VBPRModel method) (elliot.recommender.visual_recommenders.VNPR.VNPR_model.VNPRModel method)

predict_all() (elliot.recommender.knowledge_aware.kaHFM_batch.kahfm_batch_model.KaHFM_model method) predict_batch() (elliot.recommender.knowledge_aware.kaHFM_batch.kahfm_batch_model.KaHFM_model method) (elliot.recommender.knowledge_aware.kahfm_embeddings.kahfm_embeddings_model.KaHFMEmbeddingsModel method) (elliot.recommender.latent_factor_models.LogisticMF.logistic_matrix_factorization_model.LogisticMatrixFactorizationModel method) (elliot.recommender.visual_recommenders.DeepStyle.DeepStyle_model.DeepStyleModel method) predict_item_batch() (elliot.recommender.adversarial.AMR.AMR_model.AMR_model method) (elliot.recommender.visual_recommenders.DeepStyle.DeepStyle_model.DeepStyleModel method) (elliot.recommender.visual_recommenders.DVBPR.DVBPR_model.DVBPRModel method) (elliot.recommender.visual_recommenders.VBPR.VBPR_model.VBPRModel method) (elliot.recommender.visual_recommenders.VNPR.VNPR_model.VNPRModel method) PreFilter (class in elliot.prefiltering.standard_prefilters) prepare_fm_transaction() (elliot.recommender.latent_factor_models.FM.factorization_machine.FM method) prepare_logger() (in module elliot.utils.logging) prepare_predictions() (elliot.recommender.latent_factor_models.Slim.slim_model.SlimModel method) ProbabilisticMatrixFactorizationModel (class in elliot.recommender.latent_factor_models.PMF.probabilistic_matrix_factorization_model) process() (elliot.evaluation.metrics.accuracy.f1.extended_f1.ExtendedF1 method) (elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBD.BiasDisparityBD method) (elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBR.BiasDisparityBR method) (elliot.evaluation.metrics.fairness.BiasDisparity.BiasDisparityBS.BiasDisparityBS method) (elliot.evaluation.metrics.fairness.reo.reo.REO method) (elliot.evaluation.metrics.fairness.rsp.rsp.RSP method) process_protocol() (elliot.recommender.recommender_utils_mixin.RecMixin method) process_similarity() (elliot.recommender.content_based.VSM.vector_space_model_similarity.Similarity method) (elliot.recommender.knn.attribute_item_knn.attribute_item_knn_similarity.Similarity method) (elliot.recommender.knn.attribute_user_knn.attribute_user_knn_similarity.Similarity method) (elliot.recommender.knn.item_knn.item_knn_similarity.Similarity method) (elliot.recommender.knn.user_knn.user_knn_similarity.Similarity method) process_splitting() (elliot.splitter.base_splitter.Splitter method) ProxyMetric (class in elliot.evaluation.metrics.metrics_utils) ProxyStatisticalMetric (class in elliot.evaluation.metrics.metrics_utils) PureSVD (class in elliot.recommender.latent_factor_models.PureSVD.pure_svd), [1] PureSVDModel (class in elliot.recommender.latent_factor_models.PureSVD.pure_svd_model)

Q

QueueListenerHandler (class in elliot.utils.logger_util)

R

Random (class in elliot.recommender.unpersonalized.random_recommender.Random), [1] read_config() (in module elliot.utils.read) read_csv() (in module elliot.utils.read) read_image() (elliot.dataset.samplers.pipeline_sampler.Sampler method) read_imagenet_classes_txt() (in module elliot.utils.read) read_images() (elliot.dataset.dataloader.visual_dataloader.VisualDataObject method) read_images_multiprocessing() (elliot.dataset.dataloader.visual_dataloader.VisualDataObject method) read_images_triple() (elliot.dataset.samplers.pipeline_sampler.Sampler method) read_multi_config() (in module elliot.utils.read) read_np() (in module elliot.utils.read) read_single_image() (elliot.dataset.dataloader.visual_dataloader.VisualDataObject static method) read_splitting() (elliot.dataset.dataloader.knowledge_aware_chains.KnowledgeChainsLoader method) (elliot.dataset.dataloader.visual_dataloader.VisualLoader method) (elliot.dataset.dataset.DataSetLoader method) rearrange_data() (elliot.splitter.base_splitter.Splitter method) Recall (class in elliot.evaluation.metrics.accuracy.recall.recall), [1]

RecMixin (class in elliot.recommender.recommender_utils_mixin) reduce_attribute_map_property_selection() (elliot.dataset.dataloader.knowledge_aware_chains.KnowledgeChainsLoader method) reduce_dataset_by_item_list() (elliot.dataset.dataloader.knowledge_aware_chains.KnowledgeChainsLoader method) (elliot.dataset.dataloader.visual_dataloader.VisualLoader method) Relevance (class in elliot.evaluation.relevance.relevance) REO (class in elliot.evaluation.metrics.fairness.reo.reo), [1] required_attributes (elliot.dataset.abstract_dataset.AbstractDataset attribute) restore_weights() (elliot.recommender.algebric.slope_one.slope_one.SlopeOne method) (elliot.recommender.latent_factor_models.BPRSlim.bprslim.BPRSlim method) (elliot.recommender.latent_factor_models.MF.matrix_factorization.MF method) (elliot.recommender.latent_factor_models.PureSVD.pure_svd.PureSVD method) (elliot.recommender.neural.DeepFM.deep_fm.DeepFM method) (elliot.recommender.recommender_utils_mixin.RecMixin method) ResultHandler (class in elliot.result_handler.result_handler) RMSE (class in elliot.evaluation.metrics.rating.rmse.rmse), [1] RSP (class in elliot.evaluation.metrics.fairness.rsp.rsp), [1] run_experiment() (in module elliot.run)

S

Sampler (class in elliot.dataset.samplers.custom_pointwise_sparse_sampler) (class in elliot.dataset.samplers.custom_sampler) (class in elliot.dataset.samplers.custom_sparse_sampler) (class in elliot.dataset.samplers.pairwise_sampler) (class in elliot.dataset.samplers.pipeline_sampler) (class in elliot.dataset.samplers.pointwise_cfgan_sampler) (class in elliot.dataset.samplers.pointwise_pos_neg_ratings_sampler) (class in elliot.dataset.samplers.pointwise_pos_neg_ratio_ratings_sampler) (class in elliot.dataset.samplers.pointwise_pos_neg_sampler) (class in elliot.dataset.samplers.pointwise_wide_and_deep_sampler) (class in elliot.dataset.samplers.sparse_sampler) Sampling (class in elliot.recommender.autoencoders.vae.multi_vae_model) save_best_models() (elliot.result_handler.result_handler.ResultHandler method) save_best_results() (elliot.result_handler.result_handler.ResultHandler method) save_best_results_as_triplets() (elliot.result_handler.result_handler.ResultHandler method) save_best_statistical_results() (elliot.result_handler.result_handler.ResultHandler method) save_np() (in module elliot.utils.write) save_obj() (in module elliot.utils.write) save_trials() (elliot.result_handler.result_handler.HyperParameterStudy method) save_trials_as_triplets() (elliot.result_handler.result_handler.HyperParameterStudy method) save_weights() (elliot.recommender.algebric.slope_one.slope_one_model.SlopeOneModel method) (elliot.recommender.content_based.VSM.vector_space_model_similarity.Similarity method) (elliot.recommender.knn.attribute_item_knn.attribute_item_knn_similarity.Similarity method) (elliot.recommender.knn.attribute_user_knn.attribute_user_knn_similarity.Similarity method) (elliot.recommender.knn.item_knn.aiolli_ferrari.AiolliSimilarity method) (elliot.recommender.knn.item_knn.item_knn_similarity.Similarity method) (elliot.recommender.knn.user_knn.aiolli_ferrari.AiolliSimilarity method) (elliot.recommender.knn.user_knn.user_knn_similarity.Similarity method) (elliot.recommender.latent_factor_models.BPRSlim.bprslim_model.BPRSlimModel method) (elliot.recommender.latent_factor_models.NonNegMF.non_negative_matrix_factorization_model.NonNegMFModel method) (elliot.recommender.latent_factor_models.PureSVD.pure_svd_model.PureSVDModel method) (elliot.recommender.latent_factor_models.Slim.slim_model.SlimModel method) (elliot.recommender.latent_factor_models.WRMF.wrmf_model.WRMFModel method) set_model_state() (elliot.recommender.algebric.slope_one.slope_one_model.SlopeOneModel method) (elliot.recommender.content_based.VSM.vector_space_model_similarity.Similarity method) (elliot.recommender.knn.attribute_item_knn.attribute_item_knn_similarity.Similarity method) (elliot.recommender.knn.attribute_user_knn.attribute_user_knn_similarity.Similarity method) (elliot.recommender.knn.item_knn.aiolli_ferrari.AiolliSimilarity method) (elliot.recommender.knn.item_knn.item_knn_similarity.Similarity method) (elliot.recommender.knn.user_knn.aiolli_ferrari.AiolliSimilarity method) (elliot.recommender.knn.user_knn.user_knn_similarity.Similarity method) (elliot.recommender.latent_factor_models.BPRSlim.bprslim_model.BPRSlimModel method) (elliot.recommender.latent_factor_models.NonNegMF.non_negative_matrix_factorization_model.NonNegMFModel method) (elliot.recommender.latent_factor_models.PureSVD.pure_svd_model.PureSVDModel method) (elliot.recommender.latent_factor_models.Slim.slim_model.SlimModel method) (elliot.recommender.latent_factor_models.WRMF.wrmf_model.WRMFModel method)

set_update_user() (elliot.recommender.latent_factor_models.LogisticMF.logistic_matrix_factorization_model.LogisticMatrixFactorizationModel method) ShannonEntropy (class in elliot.evaluation.metrics.diversity.shannon_entropy.shannon_entropy), [1] Similarity (class in elliot.recommender.content_based.VSM.vector_space_model_similarity) (class in elliot.recommender.knn.attribute_item_knn.attribute_item_knn_similarity) (class in elliot.recommender.knn.attribute_user_knn.attribute_user_knn_similarity) (class in elliot.recommender.knn.item_knn.item_knn_similarity) (class in elliot.recommender.knn.user_knn.user_knn_similarity) single() (elliot.hyperoptimization.model_coordinator.ModelCoordinator method) single_filter() (elliot.prefiltering.standard_prefilters.PreFilter static method) Slim (class in elliot.recommender.latent_factor_models.Slim.slim), [1] SlimModel (class in elliot.recommender.latent_factor_models.Slim.slim_model) SlopeOne (class in elliot.recommender.algebric.slope_one.slope_one), [1] SlopeOneModel (class in elliot.recommender.algebric.slope_one.slope_one_model) softmax() (elliot.recommender.neural.NAIS.nais_model.NAIS_model method) Splitter (class in elliot.splitter.base_splitter) splitting_best_timestamp() (elliot.splitter.base_splitter.Splitter method) splitting_kfolds() (elliot.splitter.base_splitter.Splitter method) splitting_passed_timestamp() (elliot.splitter.base_splitter.Splitter method) splitting_randomsubsampling_kfolds() (elliot.splitter.base_splitter.Splitter method) splitting_randomsubsampling_kfolds_leavenout() (elliot.splitter.base_splitter.Splitter method) splitting_temporal_holdout() (elliot.splitter.base_splitter.Splitter method) splitting_temporal_leavenout() (elliot.splitter.base_splitter.Splitter method) SRecall (class in elliot.evaluation.metrics.diversity.SRecall.srecall), [1] start() (elliot.utils.logger_util.QueueListenerHandler method) StatisticalMetric (class in elliot.evaluation.metrics.statistical_array_metric) StatTest (class in elliot.result_handler.result_handler) step() (elliot.dataset.samplers.custom_pointwise_sparse_sampler.Sampler method) (elliot.dataset.samplers.custom_sampler.Sampler method) (elliot.dataset.samplers.custom_sparse_sampler.Sampler method) (elliot.dataset.samplers.pairwise_sampler.Sampler method) (elliot.dataset.samplers.pipeline_sampler.Sampler method) (elliot.dataset.samplers.pointwise_cfgan_sampler.Sampler method) (elliot.dataset.samplers.pointwise_pos_neg_ratings_sampler.Sampler method) (elliot.dataset.samplers.pointwise_pos_neg_ratio_ratings_sampler.Sampler method) (elliot.dataset.samplers.pointwise_pos_neg_sampler.Sampler method) (elliot.dataset.samplers.pointwise_wide_and_deep_sampler.Sampler method) (elliot.dataset.samplers.sparse_sampler.Sampler method) stop() (elliot.utils.logger_util.QueueListenerHandler method) store_perturbation_results() (elliot.recommender.adversarial.AMF.AMF.AMF method) (elliot.recommender.adversarial.AMR.AMR.AMR method) store_recommendation() (in module elliot.utils.write) store_splitting() (elliot.splitter.base_splitter.Splitter method) subsampling_leavenout_list_generator() (elliot.splitter.base_splitter.Splitter method) subsampling_list_generator() (elliot.splitter.base_splitter.Splitter method) suggest() (in module elliot.hyperoptimization) SVDpp (class in elliot.recommender.latent_factor_models.SVDpp.svdpp), [1] SVDppModel (class in elliot.recommender.latent_factor_models.SVDpp.svdpp_model)

T

TFIDF (class in elliot.recommender.content_based.VSM.tfidf_utils) (class in elliot.recommender.knn.attribute_user_knn.tfidf_utils) (class in elliot.recommender.knowledge_aware.kaHFM.tfidf_utils) (class in elliot.recommender.knowledge_aware.kaHFM_batch.tfidf_utils) (class in elliot.recommender.knowledge_aware.kahfm_embeddings.tfidf_utils) tfidf() (elliot.recommender.content_based.VSM.tfidf_utils.TFIDF method) (elliot.recommender.knn.attribute_user_knn.tfidf_utils.TFIDF method) (elliot.recommender.knowledge_aware.kaHFM.tfidf_utils.TFIDF method) (elliot.recommender.knowledge_aware.kaHFM_batch.tfidf_utils.TFIDF method) (elliot.recommender.knowledge_aware.kahfm_embeddings.tfidf_utils.TFIDF method) TimeFilter (class in elliot.utils.logging) to_bool_sparse() (elliot.dataset.dataset.DataSet method) train() (elliot.recommender.adversarial.AMF.AMF.AMF method) (elliot.recommender.adversarial.AMR.AMR.AMR method) (elliot.recommender.algebric.slope_one.slope_one.SlopeOne method) (elliot.recommender.autoencoders.dae.multi_dae.MultiDAE method) (elliot.recommender.autoencoders.vae.multi_vae.MultiVAE method) (elliot.recommender.base_recommender_model.BaseRecommenderModel method) (elliot.recommender.content_based.VSM.vector_space_model.VSM method) (elliot.recommender.gan.CFGAN.cfgan.CFGAN method) (elliot.recommender.gan.IRGAN.irgan.IRGAN method) (elliot.recommender.graph_based.lightgcn.LightGCN.LightGCN method) (elliot.recommender.graph_based.ngcf.NGCF.NGCF method) (elliot.recommender.knn.attribute_item_knn.attribute_item_knn.AttributeItemKNN method) (elliot.recommender.knn.attribute_user_knn.attribute_user_knn.AttributeUserKNN method) (elliot.recommender.knn.item_knn.item_knn.ItemKNN method) (elliot.recommender.knn.user_knn.user_knn.UserKNN method) (elliot.recommender.knowledge_aware.kaHFM.kahfm.KaHFM method) (elliot.recommender.knowledge_aware.kaHFM_batch.kahfm_batch.KaHFMBatch method) (elliot.recommender.knowledge_aware.kahfm_embeddings.kahfm_embeddings.KaHFMEmbeddings method) (elliot.recommender.latent_factor_models.BPRMF.BPRMF.BPRMF method) (elliot.recommender.latent_factor_models.BPRMF_batch.BPRMF_batch.BPRMF_batch method) (elliot.recommender.latent_factor_models.BPRSlim.bprslim.BPRSlim method) (elliot.recommender.latent_factor_models.CML.CML.CML method) (elliot.recommender.latent_factor_models.FFM.field_aware_factorization_machine.FFM method) (elliot.recommender.latent_factor_models.FISM.FISM.FISM method) (elliot.recommender.latent_factor_models.FM.factorization_machine.FM method) (elliot.recommender.latent_factor_models.FunkSVD.funk_svd.FunkSVD method) (elliot.recommender.latent_factor_models.LogisticMF.logistic_matrix_factorization.LogisticMatrixFactorization method) (elliot.recommender.latent_factor_models.MF.matrix_factorization.MF method) (elliot.recommender.latent_factor_models.NonNegMF.non_negative_matrix_factorization.NonNegMF method) (elliot.recommender.latent_factor_models.PMF.probabilistic_matrix_factorization.PMF method) (elliot.recommender.latent_factor_models.PureSVD.pure_svd.PureSVD method) (elliot.recommender.latent_factor_models.Slim.slim.Slim method) (elliot.recommender.latent_factor_models.Slim.slim_model.SlimModel method) (elliot.recommender.latent_factor_models.SVDpp.svdpp.SVDpp method) (elliot.recommender.latent_factor_models.WRMF.wrmf.WRMF method) (elliot.recommender.neural.ConvMF.convolutional_matrix_factorization.ConvMF method) (elliot.recommender.neural.ConvNeuMF.convolutional_neural_matrix_factorization.ConvNeuMF method) (elliot.recommender.neural.DeepFM.deep_fm.DeepFM method) (elliot.recommender.neural.DMF.deep_matrix_factorization.DMF method) (elliot.recommender.neural.GeneralizedMF.generalized_matrix_factorization.GMF method) (elliot.recommender.neural.ItemAutoRec.itemautorec.ItemAutoRec method) (elliot.recommender.neural.NAIS.nais.NAIS method) (elliot.recommender.neural.NeuMF.neural_matrix_factorization.NeuMF method) (elliot.recommender.neural.NFM.neural_fm.NFM method) (elliot.recommender.neural.NPR.neural_personalized_ranking.NPR method) (elliot.recommender.neural.UserAutoRec.userautorec.UserAutoRec method) (elliot.recommender.neural.WideAndDeep.wide_and_deep.WideAndDeep method) (elliot.recommender.recommender_utils_mixin.RecMixin method) (elliot.recommender.unpersonalized.most_popular.most_popular.MostPop method) (elliot.recommender.unpersonalized.random_recommender.Random.Random method) (elliot.recommender.visual_recommenders.ACF.ACF.ACF method) (elliot.recommender.visual_recommenders.DeepStyle.DeepStyle.DeepStyle method) (elliot.recommender.visual_recommenders.DVBPR.DVBPR.DVBPR method) (elliot.recommender.visual_recommenders.VBPR.VBPR.VBPR method) (elliot.recommender.visual_recommenders.VNPR.VNPR.VNPR method)

train_step() (elliot.recommender.adversarial.AMF.AMF_model.AMF_model method) (elliot.recommender.adversarial.AMR.AMR_model.AMR_model method) (elliot.recommender.autoencoders.dae.multi_dae_model.DenoisingAutoEncoder method) (elliot.recommender.autoencoders.vae.multi_vae_model.VariationalAutoEncoder method) (elliot.recommender.gan.CFGAN.cfgan_model.CFGAN_model method) (elliot.recommender.gan.CFGAN.cfgan_model.Discriminator method) (elliot.recommender.gan.CFGAN.cfgan_model.Generator method) (elliot.recommender.gan.IRGAN.irgan_model.Discriminator method) (elliot.recommender.gan.IRGAN.irgan_model.Generator method) (elliot.recommender.gan.IRGAN.irgan_model.IRGAN_model method) (elliot.recommender.graph_based.lightgcn.LightGCN_model.LightGCNModel method) (elliot.recommender.graph_based.ngcf.NGCF_model.NGCFModel method) (elliot.recommender.knowledge_aware.kaHFM_batch.kahfm_batch_model.KaHFM_model method) (elliot.recommender.knowledge_aware.kahfm_embeddings.kahfm_embeddings_model.KaHFMEmbeddingsModel method) (elliot.recommender.latent_factor_models.BPRMF_batch.BPRMF_batch_model.BPRMF_batch_model method) (elliot.recommender.latent_factor_models.BPRSlim.bprslim_model.BPRSlimModel method) (elliot.recommender.latent_factor_models.CML.CML_model.CML_model method) (elliot.recommender.latent_factor_models.FFM.field_aware_factorization_machine_model.FieldAwareFactorizationMachineModel method) (elliot.recommender.latent_factor_models.FISM.FISM_model.FISM_model method) (elliot.recommender.latent_factor_models.FM.factorization_machine_model.FactorizationMachineModel method) (elliot.recommender.latent_factor_models.FunkSVD.funk_svd_model.FunkSVDModel method) (elliot.recommender.latent_factor_models.LogisticMF.logistic_matrix_factorization_model.LogisticMatrixFactorizationModel method) (elliot.recommender.latent_factor_models.MF.matrix_factorization_model.MatrixFactorizationModel method) (elliot.recommender.latent_factor_models.NonNegMF.non_negative_matrix_factorization_model.NonNegMFModel method) (elliot.recommender.latent_factor_models.PMF.probabilistic_matrix_factorization_model.ProbabilisticMatrixFactorizationModel method) (elliot.recommender.latent_factor_models.PureSVD.pure_svd_model.PureSVDModel method) (elliot.recommender.latent_factor_models.SVDpp.svdpp_model.SVDppModel method) (elliot.recommender.latent_factor_models.WRMF.wrmf_model.WRMFModel method) (elliot.recommender.neural.ConvMF.convolutional_matrix_factorization_model.ConvMatrixFactorizationModel method) (elliot.recommender.neural.ConvNeuMF.convolutional_neural_matrix_factorization_model.ConvNeuralMatrixFactorizationModel method) (elliot.recommender.neural.DeepFM.deep_fm_model.DeepFMModel method) (elliot.recommender.neural.DMF.deep_matrix_factorization_model.DeepMatrixFactorizationModel method) (elliot.recommender.neural.GeneralizedMF.generalized_matrix_factorization_model.GeneralizedMatrixFactorizationModel method) (elliot.recommender.neural.ItemAutoRec.itemautorec_model.ItemAutoRecModel method) (elliot.recommender.neural.NAIS.nais_model.NAIS_model method) (elliot.recommender.neural.NeuMF.neural_matrix_factorization_model.NeuralMatrixFactorizationModel method) (elliot.recommender.neural.NFM.neural_fm_model.NeuralFactorizationMachineModel method) (elliot.recommender.neural.NPR.neural_personalized_ranking_model.NPRModel method) (elliot.recommender.neural.UserAutoRec.userautorec_model.UserAutoRecModel method) (elliot.recommender.neural.WideAndDeep.wide_and_deep_model.WideAndDeepModel method) (elliot.recommender.visual_recommenders.ACF.ACF_model.ACFModel method) (elliot.recommender.visual_recommenders.DeepStyle.DeepStyle_model.DeepStyleModel method) (elliot.recommender.visual_recommenders.DVBPR.DVBPR_model.DVBPRModel method) (elliot.recommender.visual_recommenders.VBPR.VBPR_model.VBPRModel method) (elliot.recommender.visual_recommenders.VNPR.VNPR_model.VNPRModel method) train_step_with_reward() (elliot.recommender.gan.IRGAN.irgan_model.Generator method)

U

useOnlyBooleanInteractions() (elliot.recommender.knn.item_knn.aiolli_ferrari.Compute_Similarity method) (elliot.recommender.knn.user_knn.aiolli_ferrari.Compute_Similarity method) UserAutoRec (class in elliot.recommender.neural.UserAutoRec.userautorec), [1] UserAutoRecModel (class in elliot.recommender.neural.UserAutoRec.userautorec_model)

UserCoverage (class in elliot.evaluation.metrics.coverage.user_coverage.user_coverage), [1] UserCoverageAtN (class in elliot.evaluation.metrics.coverage.user_coverage.user_coverage_at_n), [1] UserKNN (class in elliot.recommender.knn.user_knn.user_knn), [1] UserMADranking (class in elliot.evaluation.metrics.fairness.MAD.UserMADranking), [1] UserMADrating (class in elliot.evaluation.metrics.fairness.MAD.UserMADrating), [1]

V

VariationalAutoEncoder (class in elliot.recommender.autoencoders.vae.multi_vae_model) VBPR (class in elliot.recommender.visual_recommenders.VBPR.VBPR), [1] VBPRModel (class in elliot.recommender.visual_recommenders.VBPR.VBPR_model) VisualDataObject (class in elliot.dataset.dataloader.visual_dataloader)

VisualLoader (class in elliot.dataset.dataloader.visual_dataloader) VNPR (class in elliot.recommender.visual_recommenders.VNPR.VNPR), [1] VNPRModel (class in elliot.recommender.visual_recommenders.VNPR.VNPR_model) VSM (class in elliot.recommender.content_based.VSM.vector_space_model), [1]

W

WideAndDeep (class in elliot.recommender.neural.WideAndDeep.wide_and_deep), [1] WideAndDeepModel (class in elliot.recommender.neural.WideAndDeep.wide_and_deep_model) WilcoxonTest (class in elliot.evaluation.statistical_significance) (elliot.result_handler.result_handler.StatTest attribute)

WRMF (class in elliot.recommender.latent_factor_models.WRMF.wrmf), [1] WRMFModel (class in elliot.recommender.latent_factor_models.WRMF.wrmf_model)