Index _ | A | B | C | D | E | F | G | H | I | K | L | M | N | O | P | Q | R | S | T | V | X | Y | Z _ _compute_pi() (skmatter.feature_selection.CUR method) (skmatter.feature_selection.PCovCUR method) (skmatter.sample_selection.CUR method) (skmatter.sample_selection.PCovCUR method) _fit_feature_space() (skmatter.decomposition.PCovC method) (skmatter.decomposition.PCovR method) _fit_sample_space() (skmatter.decomposition.PCovC method) (skmatter.decomposition.PCovR method) A alpha_ (skmatter.linear_model.Ridge2FoldCV attribute) B bandwidth_ (skmatter.neighbors.SparseKDE attribute) best_score_ (skmatter.linear_model.Ridge2FoldCV attribute) built-in function skmatter.datasets.load_csd_1000r() skmatter.datasets.load_degenerate_CH4_manifold() skmatter.datasets.load_hbond_dataset() skmatter.datasets.load_nice_dataset() skmatter.datasets.load_who_dataset() C cell (skmatter.neighbors.SparseKDE attribute) classifier (skmatter.decomposition.KernelPCovC attribute) (skmatter.decomposition.PCovC attribute) classifier_ (skmatter.decomposition.KernelPCovC attribute) (skmatter.decomposition.PCovC attribute) cluster_centers_ (skmatter.clustering.QuickShift attribute) cluster_centers_idx_ (skmatter.clustering.QuickShift attribute) coef_ (skmatter.linear_model.OrthogonalRegression attribute) (skmatter.linear_model.Ridge2FoldCV attribute) componentwise_prediction_rigidity() (in module skmatter.metrics) copy (skmatter.preprocessing.StandardFlexibleScaler attribute) CUR (class in skmatter.feature_selection) (class in skmatter.sample_selection) cv_values_ (skmatter.linear_model.Ridge2FoldCV attribute) D decision_function() (skmatter.decomposition.KernelPCovC method) (skmatter.decomposition.PCovC method) directional_vertices_ (skmatter.sample_selection.DirectionalConvexHull property) DirectionalConvexHull (class in skmatter.sample_selection) E effdim() (in module skmatter.utils) explained_variance_ (skmatter.decomposition.PCovC attribute) (skmatter.decomposition.PCovR attribute) F fit() (skmatter.decomposition.KernelPCovC method) (skmatter.decomposition.KernelPCovR method) (skmatter.decomposition.PCovC method) (skmatter.decomposition.PCovR method) (skmatter.feature_selection.CUR method) (skmatter.feature_selection.FPS method) (skmatter.feature_selection.PCovCUR method) (skmatter.feature_selection.PCovFPS method) (skmatter.neighbors.SparseKDE method) (skmatter.preprocessing.KernelNormalizer method) (skmatter.preprocessing.SparseKernelCenterer method) (skmatter.preprocessing.StandardFlexibleScaler method) (skmatter.sample_selection.CUR method) (skmatter.sample_selection.DirectionalConvexHull method) (skmatter.sample_selection.FPS method) (skmatter.sample_selection.PCovCUR method) (skmatter.sample_selection.PCovFPS method) (skmatter.sample_selection.VoronoiFPS method) fit_transform() (skmatter.feature_selection.CUR method) (skmatter.feature_selection.FPS method) (skmatter.feature_selection.PCovCUR method) (skmatter.feature_selection.PCovFPS method) (skmatter.preprocessing.KernelNormalizer method) (skmatter.preprocessing.SparseKernelCenterer method) (skmatter.preprocessing.StandardFlexibleScaler method) (skmatter.sample_selection.CUR method) (skmatter.sample_selection.FPS method) (skmatter.sample_selection.PCovCUR method) (skmatter.sample_selection.PCovFPS method) (skmatter.sample_selection.VoronoiFPS method) FPS (class in skmatter.feature_selection) (class in skmatter.sample_selection) G get_distance() (skmatter.feature_selection.FPS method) (skmatter.feature_selection.PCovFPS method) (skmatter.sample_selection.FPS method) (skmatter.sample_selection.PCovFPS method) (skmatter.sample_selection.VoronoiFPS method) get_feature_names_out() (skmatter.feature_selection.CUR method) (skmatter.feature_selection.FPS method) (skmatter.feature_selection.PCovCUR method) (skmatter.feature_selection.PCovFPS method) (skmatter.preprocessing.KernelNormalizer method) (skmatter.sample_selection.CUR method) (skmatter.sample_selection.FPS method) (skmatter.sample_selection.PCovCUR method) (skmatter.sample_selection.PCovFPS method) (skmatter.sample_selection.VoronoiFPS method) get_metadata_routing() (skmatter.feature_selection.CUR method) (skmatter.feature_selection.FPS method) (skmatter.feature_selection.PCovCUR method) (skmatter.feature_selection.PCovFPS method) (skmatter.preprocessing.KernelNormalizer method) (skmatter.preprocessing.SparseKernelCenterer method) (skmatter.preprocessing.StandardFlexibleScaler method) (skmatter.sample_selection.CUR method) (skmatter.sample_selection.DirectionalConvexHull method) (skmatter.sample_selection.FPS method) (skmatter.sample_selection.PCovCUR method) (skmatter.sample_selection.PCovFPS method) (skmatter.sample_selection.VoronoiFPS method) get_params() (skmatter.feature_selection.CUR method) (skmatter.feature_selection.FPS method) (skmatter.feature_selection.PCovCUR method) (skmatter.feature_selection.PCovFPS method) (skmatter.preprocessing.KernelNormalizer method) (skmatter.preprocessing.SparseKernelCenterer method) (skmatter.preprocessing.StandardFlexibleScaler method) (skmatter.sample_selection.CUR method) (skmatter.sample_selection.DirectionalConvexHull method) (skmatter.sample_selection.FPS method) (skmatter.sample_selection.PCovCUR method) (skmatter.sample_selection.PCovFPS method) (skmatter.sample_selection.VoronoiFPS method) get_select_distance() (skmatter.feature_selection.FPS method) (skmatter.feature_selection.PCovFPS method) (skmatter.sample_selection.FPS method) (skmatter.sample_selection.PCovFPS method) (skmatter.sample_selection.VoronoiFPS method) get_support() (skmatter.feature_selection.CUR method) (skmatter.feature_selection.FPS method) (skmatter.feature_selection.PCovCUR method) (skmatter.feature_selection.PCovFPS method) (skmatter.sample_selection.CUR method) (skmatter.sample_selection.FPS method) (skmatter.sample_selection.PCovCUR method) (skmatter.sample_selection.PCovFPS method) (skmatter.sample_selection.VoronoiFPS method) global_reconstruction_distortion() (in module skmatter.metrics) global_reconstruction_error() (in module skmatter.metrics) H high_dim_idx_ (skmatter.sample_selection.DirectionalConvexHull attribute) I interpolator_high_dim_ (skmatter.sample_selection.DirectionalConvexHull attribute) inverse_transform() (skmatter.decomposition.KernelPCovC method) (skmatter.decomposition.KernelPCovR method) (skmatter.decomposition.PCovC method) (skmatter.decomposition.PCovR method) (skmatter.feature_selection.CUR method) (skmatter.feature_selection.FPS method) (skmatter.feature_selection.PCovCUR method) (skmatter.feature_selection.PCovFPS method) (skmatter.preprocessing.StandardFlexibleScaler method) (skmatter.sample_selection.CUR method) (skmatter.sample_selection.FPS method) (skmatter.sample_selection.PCovCUR method) (skmatter.sample_selection.PCovFPS method) (skmatter.sample_selection.VoronoiFPS method) K K_fit_all_ (skmatter.preprocessing.KernelNormalizer attribute) (skmatter.preprocessing.SparseKernelCenterer attribute) K_fit_rows_ (skmatter.preprocessing.KernelNormalizer attribute) (skmatter.preprocessing.SparseKernelCenterer attribute) kdecut_squared (skmatter.neighbors.SparseKDE attribute) KernelNormalizer (class in skmatter.preprocessing) KernelPCovC (class in skmatter.decomposition) KernelPCovR (class in skmatter.decomposition) L labels_ (skmatter.clustering.QuickShift attribute) local_prediction_rigidity() (in module skmatter.metrics) local_reconstruction_error() (in module skmatter.metrics) M max_components_ (skmatter.linear_model.OrthogonalRegression attribute) mean_ (skmatter.preprocessing.StandardFlexibleScaler attribute) mixing (skmatter.decomposition.PCovC attribute) (skmatter.decomposition.PCovR attribute) module skmatter skmatter._selection skmatter.clustering skmatter.metrics skmatter.neighbors skmatter.preprocessing N n_active_ (skmatter.preprocessing.SparseKernelCenterer attribute) n_components_ (skmatter.decomposition.PCovC attribute) (skmatter.decomposition.PCovR attribute) n_features_in_ (skmatter.preprocessing.StandardFlexibleScaler attribute) n_samples (skmatter.neighbors.SparseKDE attribute) n_samples_in_ (skmatter.preprocessing.StandardFlexibleScaler attribute) n_selected_ (skmatter.feature_selection.CUR attribute) (skmatter.feature_selection.FPS attribute) (skmatter.feature_selection.PCovCUR attribute) (skmatter.feature_selection.PCovFPS attribute) (skmatter.sample_selection.CUR attribute) (skmatter.sample_selection.FPS attribute) (skmatter.sample_selection.PCovCUR attribute) (skmatter.sample_selection.PCovFPS attribute) O oas() (in module skmatter.utils) OrthogonalRegression (class in skmatter.linear_model) P pairwise_mahalanobis_distances() (in module skmatter.metrics) PCovC (class in skmatter.decomposition) PCovCUR (class in skmatter.feature_selection) (class in skmatter.sample_selection) PCovFPS (class in skmatter.feature_selection) (class in skmatter.sample_selection) PCovR (class in skmatter.decomposition) pcovr_covariance() (in module skmatter.utils) pcovr_kernel() (in module skmatter.utils) periodic_pairwise_euclidean_distances() (in module skmatter.metrics) pi_ (skmatter.feature_selection.CUR attribute) (skmatter.feature_selection.PCovCUR attribute) (skmatter.sample_selection.CUR attribute) (skmatter.sample_selection.PCovCUR attribute) pkt_ (skmatter.decomposition.KernelPCovC attribute) (skmatter.decomposition.KernelPCovR attribute) pky_ (skmatter.decomposition.KernelPCovR attribute) pkz_ (skmatter.decomposition.KernelPCovC attribute) pointwise_global_reconstruction_distortion() (in module skmatter.metrics) pointwise_global_reconstruction_error() (in module skmatter.metrics) pointwise_local_reconstruction_error() (in module skmatter.metrics) predict() (skmatter.decomposition.KernelPCovC method) (skmatter.decomposition.KernelPCovR method) (skmatter.decomposition.PCovC method) (skmatter.decomposition.PCovR method) pt__ (skmatter.decomposition.KernelPCovC attribute) (skmatter.decomposition.KernelPCovR attribute) ptx_ (skmatter.decomposition.KernelPCovC attribute) (skmatter.decomposition.KernelPCovR attribute) pty_ (skmatter.decomposition.KernelPCovR attribute) (skmatter.decomposition.PCovR attribute) ptz_ (skmatter.decomposition.KernelPCovC attribute) (skmatter.decomposition.PCovC attribute) pxt_ (skmatter.decomposition.PCovC attribute) (skmatter.decomposition.PCovR attribute) pxy_ (skmatter.decomposition.PCovR attribute) pxz_ (skmatter.decomposition.PCovC attribute) Q QuickShift (class in skmatter.clustering) R Ridge2FoldCV (class in skmatter.linear_model) S sample_weight_ (skmatter.preprocessing.KernelNormalizer attribute) (skmatter.preprocessing.SparseKernelCenterer attribute) scale_ (skmatter.preprocessing.KernelNormalizer attribute) (skmatter.preprocessing.SparseKernelCenterer attribute) (skmatter.preprocessing.StandardFlexibleScaler attribute) score() (skmatter.decomposition.KernelPCovC method) (skmatter.decomposition.KernelPCovR method) (skmatter.decomposition.PCovC method) (skmatter.decomposition.PCovR method) (skmatter.feature_selection.CUR method) (skmatter.feature_selection.FPS method) (skmatter.feature_selection.PCovCUR method) (skmatter.feature_selection.PCovFPS method) (skmatter.neighbors.SparseKDE method) (skmatter.sample_selection.CUR method) (skmatter.sample_selection.FPS method) (skmatter.sample_selection.PCovCUR method) (skmatter.sample_selection.PCovFPS method) (skmatter.sample_selection.VoronoiFPS method) score_feature_matrix() (skmatter.sample_selection.DirectionalConvexHull method) score_samples() (skmatter.neighbors.SparseKDE method) (skmatter.sample_selection.DirectionalConvexHull method) selected_idx_ (skmatter.feature_selection.CUR attribute) (skmatter.feature_selection.FPS attribute) (skmatter.feature_selection.PCovCUR attribute) (skmatter.sample_selection.CUR attribute) (skmatter.sample_selection.DirectionalConvexHull attribute) (skmatter.sample_selection.FPS attribute) (skmatter.sample_selection.PCovCUR attribute) (skmatter.sample_selection.PCovFPS attribute) set_fit_request() (skmatter.feature_selection.CUR method) (skmatter.feature_selection.FPS method) (skmatter.feature_selection.PCovCUR method) (skmatter.feature_selection.PCovFPS method) (skmatter.preprocessing.KernelNormalizer method) (skmatter.preprocessing.SparseKernelCenterer method) (skmatter.preprocessing.StandardFlexibleScaler method) (skmatter.sample_selection.CUR method) (skmatter.sample_selection.FPS method) (skmatter.sample_selection.PCovCUR method) (skmatter.sample_selection.PCovFPS method) (skmatter.sample_selection.VoronoiFPS method) set_inverse_transform_request() (skmatter.preprocessing.StandardFlexibleScaler method) set_output() (skmatter.feature_selection.CUR method) (skmatter.feature_selection.FPS method) (skmatter.feature_selection.PCovCUR method) (skmatter.feature_selection.PCovFPS method) (skmatter.preprocessing.KernelNormalizer method) (skmatter.preprocessing.SparseKernelCenterer method) (skmatter.preprocessing.StandardFlexibleScaler method) (skmatter.sample_selection.CUR method) (skmatter.sample_selection.FPS method) (skmatter.sample_selection.PCovCUR method) (skmatter.sample_selection.PCovFPS method) (skmatter.sample_selection.VoronoiFPS method) set_params() (skmatter.feature_selection.CUR method) (skmatter.feature_selection.FPS method) (skmatter.feature_selection.PCovCUR method) (skmatter.feature_selection.PCovFPS method) (skmatter.preprocessing.KernelNormalizer method) (skmatter.preprocessing.SparseKernelCenterer method) (skmatter.preprocessing.StandardFlexibleScaler method) (skmatter.sample_selection.CUR method) (skmatter.sample_selection.DirectionalConvexHull method) (skmatter.sample_selection.FPS method) (skmatter.sample_selection.PCovCUR method) (skmatter.sample_selection.PCovFPS method) (skmatter.sample_selection.VoronoiFPS method) set_transform_request() (skmatter.preprocessing.KernelNormalizer method) (skmatter.preprocessing.SparseKernelCenterer method) (skmatter.preprocessing.StandardFlexibleScaler method) singular_values_ (skmatter.decomposition.PCovC attribute) (skmatter.decomposition.PCovR attribute) skmatter module skmatter._selection module skmatter.clustering module skmatter.datasets.load_csd_1000r() built-in function skmatter.datasets.load_degenerate_CH4_manifold() built-in function skmatter.datasets.load_hbond_dataset() built-in function skmatter.datasets.load_nice_dataset() built-in function skmatter.datasets.load_who_dataset() built-in function skmatter.metrics module skmatter.neighbors module skmatter.preprocessing module space (skmatter.decomposition.PCovC attribute) (skmatter.decomposition.PCovR attribute) SparseKDE (class in skmatter.neighbors) SparseKernelCenterer (class in skmatter.preprocessing) StandardFlexibleScaler (class in skmatter.preprocessing) T tol (skmatter.decomposition.PCovC attribute) (skmatter.decomposition.PCovR attribute) train_test_split() (in module skmatter.model_selection) transform() (skmatter.decomposition.KernelPCovC method) (skmatter.decomposition.KernelPCovR method) (skmatter.decomposition.PCovC method) (skmatter.decomposition.PCovR method) (skmatter.feature_selection.CUR method) (skmatter.feature_selection.FPS method) (skmatter.feature_selection.PCovCUR method) (skmatter.feature_selection.PCovFPS method) (skmatter.preprocessing.KernelNormalizer method) (skmatter.preprocessing.SparseKernelCenterer method) (skmatter.preprocessing.StandardFlexibleScaler method) (skmatter.sample_selection.CUR method) (skmatter.sample_selection.FPS method) (skmatter.sample_selection.PCovCUR method) (skmatter.sample_selection.PCovFPS method) (skmatter.sample_selection.VoronoiFPS method) V VoronoiFPS (class in skmatter.sample_selection) X X_current_ (skmatter.feature_selection.CUR attribute) (skmatter.feature_selection.PCovCUR attribute) (skmatter.sample_selection.CUR attribute) (skmatter.sample_selection.PCovCUR attribute) X_fit_ (skmatter.decomposition.KernelPCovC attribute) (skmatter.decomposition.KernelPCovR attribute) X_orthogonalizer() (in module skmatter.utils) X_selected_ (skmatter.feature_selection.CUR attribute) (skmatter.feature_selection.FPS attribute) (skmatter.feature_selection.PCovCUR attribute) (skmatter.feature_selection.PCovFPS attribute) (skmatter.sample_selection.CUR attribute) (skmatter.sample_selection.FPS attribute) (skmatter.sample_selection.PCovCUR attribute) (skmatter.sample_selection.PCovFPS attribute) Y y_current_ (skmatter.feature_selection.PCovCUR attribute) (skmatter.sample_selection.PCovCUR attribute) Y_feature_orthogonalizer() (in module skmatter.utils) Y_sample_orthogonalizer() (in module skmatter.utils) y_selected_ (skmatter.sample_selection.CUR attribute) (skmatter.sample_selection.FPS attribute) (skmatter.sample_selection.PCovCUR attribute) (skmatter.sample_selection.PCovFPS attribute) Z z_classifier_ (skmatter.decomposition.KernelPCovC attribute) (skmatter.decomposition.PCovC attribute)