clustpy package
Subpackages
- clustpy.alternative package
- Submodules
- clustpy.alternative.autonr module
- clustpy.alternative.nrkmeans module
NrKmeansNrKmeans.labels_NrKmeans.scatter_matrices_NrKmeans.calculate_cost_function()NrKmeans.calculate_mdl_costs()NrKmeans.dissolve_noise_space()NrKmeans.fit()NrKmeans.have_clusters_been_lost()NrKmeans.have_subspaces_been_lost()NrKmeans.plot_subspace()NrKmeans.predict()NrKmeans.transform_full_space()NrKmeans.transform_subspace()
- clustpy.alternative.orth module
- Module contents
AutoNRClusteringInOrthogonalSpacesNrKmeansNrKmeans.labels_NrKmeans.scatter_matrices_NrKmeans.calculate_cost_function()NrKmeans.calculate_mdl_costs()NrKmeans.dissolve_noise_space()NrKmeans.fit()NrKmeans.have_clusters_been_lost()NrKmeans.have_subspaces_been_lost()NrKmeans.plot_subspace()NrKmeans.predict()NrKmeans.transform_full_space()NrKmeans.transform_subspace()
OrthogonalClustering
- clustpy.data package
- Submodules
- clustpy.data.preprocessing module
- clustpy.data.real_clustpy_data module
- clustpy.data.real_medical_mnist_data module
load_adrenal_mnist_3d()load_blood_mnist()load_breast_mnist()load_chest_mnist()load_derma_mnist()load_fracture_mnist_3d()load_nodule_mnist_3d()load_oct_mnist()load_organ_a_mnist()load_organ_c_mnist()load_organ_mnist_3d()load_organ_s_mnist()load_path_mnist()load_pneumonia_mnist()load_retina_mnist()load_synapse_mnist_3d()load_tissue_mnist()load_vessel_mnist_3d()
- clustpy.data.real_timeseries_data module
- clustpy.data.real_torchvision_data module
- clustpy.data.real_uci_data module
load_banknotes()load_breast_cancer_wisconsin_original()load_breast_tissue()load_cmu_faces()load_dermatology()load_ecoli()load_forest_types()load_har()load_htru2()load_letterrecognition()load_mice_protein()load_multiple_features()load_optdigits()load_pendigits()load_seeds()load_semeion()load_skin()load_soybean_large()load_soybean_small()load_spambase()load_statlog_australian_credit_approval()load_statlog_shuttle()load_user_knowledge()
- clustpy.data.real_video_data module
- clustpy.data.real_world_data module
- clustpy.data.synthetic_data_creator module
- Module contents
ZNormalizercreate_nr_data()create_subspace_data()flatten_images()load_adrenal_mnist_3d()load_aloi_small()load_banknotes()load_blood_mnist()load_breast_cancer()load_breast_cancer_wisconsin_original()load_breast_mnist()load_breast_tissue()load_chest_mnist()load_cifar10()load_cifar100()load_cmu_faces()load_coil100()load_coil20()load_derma_mnist()load_dermatology()load_diatom_size_reduction()load_ecoli()load_fmnist()load_forest_types()load_fracture_mnist_3d()load_fruit()load_gtsrb()load_har()load_htru2()load_imagenet10()load_imagenet_dog()load_iris()load_kmnist()load_letterrecognition()load_lsst()load_mice_protein()load_mnist()load_motestrain()load_multiple_features()load_newsgroups()load_nodule_mnist_3d()load_nrletters()load_oct_mnist()load_olive_oil()load_olivetti_faces()load_optdigits()load_organ_a_mnist()load_organ_c_mnist()load_organ_mnist_3d()load_organ_s_mnist()load_path_mnist()load_pendigits()load_plane()load_pneumonia_mnist()load_proximal_phalanx_outline()load_retina_mnist()load_reuters()load_seeds()load_semeion()load_skin()load_sony_aibo_robot_surface()load_soybean_large()load_soybean_small()load_spambase()load_statlog_australian_credit_approval()load_statlog_shuttle()load_stickfigures()load_stl10()load_svhn()load_symbols()load_synapse_mnist_3d()load_tissue_mnist()load_two_patterns()load_user_knowledge()load_usps()load_vessel_mnist_3d()load_video_keck_gesture()load_video_weizmann()load_webkb()load_wine()unflatten_images()z_normalization()
- clustpy.deep package
- Subpackages
- clustpy.deep.neural_networks package
- Submodules
- clustpy.deep.neural_networks.convolutional_autoencoder module
- clustpy.deep.neural_networks.feedforward_autoencoder module
- clustpy.deep.neural_networks.neighbor_encoder module
- clustpy.deep.neural_networks.stacked_autoencoder module
- clustpy.deep.neural_networks.variational_autoencoder module
- Module contents
- clustpy.deep.neural_networks package
- Submodules
- clustpy.deep.aec module
- clustpy.deep.dcn module
- clustpy.deep.ddc_n2d module
- clustpy.deep.dec module
- clustpy.deep.deepect module
- clustpy.deep.dipdeck module
- clustpy.deep.dipencoder module
- clustpy.deep.dkm module
- clustpy.deep.enrc module
ACeDeCENRCacedec_init()available_init_strategies()beta_weights_init()calculate_beta_weight()calculate_optimal_beta_weights_special_case()enrc_encode_decode_batchwise_with_loss()enrc_init()enrc_predict()enrc_predict_batchwise()nrkmeans_init()optimal_beta()random_nrkmeans_init()reinit_centers()sgd_init()
- clustpy.deep.vade module
- Module contents
- Subpackages
- clustpy.density package
- clustpy.hierarchical package
- clustpy.metrics package
- Submodules
- clustpy.metrics.clustering_metrics module
- clustpy.metrics.confusion_matrix module
- clustpy.metrics.hierarchical_metrics module
- clustpy.metrics.multipe_labelings_scoring module
MultipleLabelingsConfusionMatrixMultipleLabelingsPairCountingScoresis_multi_labelings_n_clusters_correct()multiple_labelings_pc_f1_score()multiple_labelings_pc_jaccard_score()multiple_labelings_pc_precision_score()multiple_labelings_pc_rand_score()multiple_labelings_pc_recall_score()remove_noise_spaces_from_labels()
- clustpy.metrics.pair_counting_scores module
- Module contents
ConfusionMatrixMultipleLabelingsConfusionMatrixMultipleLabelingsPairCountingScoresPairCountingScoresdendrogram_purity()fair_normalized_mutual_information()information_theoretic_external_cluster_validity_measure()is_multi_labelings_n_clusters_correct()leaf_purity()multiple_labelings_pc_f1_score()multiple_labelings_pc_jaccard_score()multiple_labelings_pc_precision_score()multiple_labelings_pc_rand_score()multiple_labelings_pc_recall_score()pc_f1_score()pc_jaccard_score()pc_precision_score()pc_rand_score()pc_recall_score()purity()remove_noise_spaces_from_labels()unsupervised_clustering_accuracy()variation_of_information()
- clustpy.partition package
- Submodules
- clustpy.partition.dipext module
- clustpy.partition.dipmeans module
- clustpy.partition.dipnsub module
- clustpy.partition.gapstatistic module
- clustpy.partition.gmeans module
- clustpy.partition.ldakmeans module
- clustpy.partition.pgmeans module
- clustpy.partition.projected_dipmeans module
- clustpy.partition.skinnydip module
- clustpy.partition.specialk module
- clustpy.partition.subkmeans module
- clustpy.partition.xmeans module
- Module contents
- clustpy.utils package
- Submodules
- clustpy.utils.diptest module
- clustpy.utils.evaluation module
- clustpy.utils.plots module
- Module contents
EvaluationAlgorithmEvaluationDatasetEvaluationMetricdip_boot_samples()dip_gradient()dip_pval()dip_pval_gradient()dip_test()evaluate_dataset()evaluate_multiple_datasets()evaluation_df_to_latex_table()plot_1d_data()plot_2d_data()plot_3d_data()plot_dip()plot_histogram()plot_image()plot_scatter_matrix()plot_with_transformation()