Index

_

__version__ (in module pytspl) _apply_filter() (pytspl.filters.grid_based_filter_design.GridBasedFilterDesign method) (pytspl.filters.GridBasedFilterDesign method) (pytspl.filters.ls_filter_design.LSFilterDesign method) (pytspl.filters.LSFilterDesign method) _calculate_correlation() (pytspl.filters.simplicial_trend_filter.SimplicialTrendFilter static method) (pytspl.filters.SimplicialTrendFilter static method) _calculate_edge_label_position() (pytspl.plot.plot.SCPlot method) (pytspl.plot.SCPlot method) (pytspl.SCPlot method) _calculate_snr() (pytspl.filters.simplicial_trend_filter.SimplicialTrendFilter static method) (pytspl.filters.SimplicialTrendFilter static method) _chebyshev_filter_approximate() (pytspl.filters.chebyshev_filter_design.ChebyshevFilterDesign method) (pytspl.filters.ChebyshevFilterDesign method) _compute_frequency_response_hp() (pytspl.filters.grid_based_filter_design.GridBasedFilterDesign static method) (pytspl.filters.GridBasedFilterDesign static method) _compute_sampled_continuous_freq_response() (pytspl.filters.grid_based_filter_design.GridBasedFilterDesign method) (pytspl.filters.GridBasedFilterDesign method) _draw_node_labels() (pytspl.plot.plot.SCPlot method) (pytspl.plot.SCPlot method) (pytspl.SCPlot method) _eval_covar_matrix() (pytspl.hogde_gp.forex.diffusion.DiffusionKernelForex method) (pytspl.hogde_gp.forex.diffusion_non_hc.DiffusionNonHCKernelForex method) (pytspl.hogde_gp.forex.DiffusionKernelForex method) (pytspl.hogde_gp.forex.DiffusionNonHCKernelForex method) (pytspl.hogde_gp.forex.laplacian.LaplacianKernelForex method) (pytspl.hogde_gp.forex.LaplacianKernelForex method) (pytspl.hogde_gp.forex.matern.MaternKernelForex method) (pytspl.hogde_gp.forex.matern_non_hc.MaternNonHCKernelForex method) (pytspl.hogde_gp.forex.MaternKernelForex method) (pytspl.hogde_gp.forex.MaternNonHCKernelForex method) _extract_nodes_edges() (in module pytspl.io.network_reader) _get_chebyshev_series() (pytspl.filters.chebyshev_filter_design.ChebyshevFilterDesign method) (pytspl.filters.ChebyshevFilterDesign method) _get_serializer() (pytspl.hogde_gp.kernel_serializer.KernelSerializer method) _init_axes() (pytspl.plot.plot.SCPlot method) (pytspl.plot.SCPlot method) (pytspl.SCPlot method) _reset_history() (pytspl.filters.base_filter.BaseFilter method) _sample_grid_points() (pytspl.filters.grid_based_filter_design.GridBasedFilterDesign method) (pytspl.filters.GridBasedFilterDesign method) _set_h() (pytspl.hogde_gp.forex.diffusion.DiffusionKernelForex method) (pytspl.hogde_gp.forex.diffusion_non_hc.DiffusionNonHCKernelForex method) (pytspl.hogde_gp.forex.DiffusionKernelForex method) (pytspl.hogde_gp.forex.DiffusionNonHCKernelForex method) (pytspl.hogde_gp.forex.matern.MaternKernelForex method) (pytspl.hogde_gp.forex.matern_non_hc.MaternNonHCKernelForex method) (pytspl.hogde_gp.forex.MaternKernelForex method) (pytspl.hogde_gp.forex.MaternNonHCKernelForex method) _set_h_down() (pytspl.hogde_gp.forex.diffusion.DiffusionKernelForex method) (pytspl.hogde_gp.forex.diffusion_non_hc.DiffusionNonHCKernelForex method) (pytspl.hogde_gp.forex.DiffusionKernelForex method) (pytspl.hogde_gp.forex.DiffusionNonHCKernelForex method) (pytspl.hogde_gp.forex.matern.MaternKernelForex method) (pytspl.hogde_gp.forex.matern_non_hc.MaternNonHCKernelForex method) (pytspl.hogde_gp.forex.MaternKernelForex method) (pytspl.hogde_gp.forex.MaternNonHCKernelForex method)

_set_h_up() (pytspl.hogde_gp.forex.diffusion.DiffusionKernelForex method) (pytspl.hogde_gp.forex.diffusion_non_hc.DiffusionNonHCKernelForex method) (pytspl.hogde_gp.forex.DiffusionKernelForex method) (pytspl.hogde_gp.forex.DiffusionNonHCKernelForex method) (pytspl.hogde_gp.forex.matern.MaternKernelForex method) (pytspl.hogde_gp.forex.matern_non_hc.MaternNonHCKernelForex method) (pytspl.hogde_gp.forex.MaternKernelForex method) (pytspl.hogde_gp.forex.MaternNonHCKernelForex method) _set_kappa() (pytspl.hogde_gp.forex.matern.MaternKernelForex method) (pytspl.hogde_gp.forex.matern_non_hc.MaternNonHCKernelForex method) (pytspl.hogde_gp.forex.MaternKernelForex method) (pytspl.hogde_gp.forex.MaternNonHCKernelForex method) _set_kappa_down() (pytspl.hogde_gp.forex.diffusion.DiffusionKernelForex method) (pytspl.hogde_gp.forex.diffusion_non_hc.DiffusionNonHCKernelForex method) (pytspl.hogde_gp.forex.DiffusionKernelForex method) (pytspl.hogde_gp.forex.DiffusionNonHCKernelForex method) (pytspl.hogde_gp.forex.laplacian.LaplacianKernelForex method) (pytspl.hogde_gp.forex.LaplacianKernelForex method) (pytspl.hogde_gp.forex.matern.MaternKernelForex method) (pytspl.hogde_gp.forex.matern_non_hc.MaternNonHCKernelForex method) (pytspl.hogde_gp.forex.MaternKernelForex method) (pytspl.hogde_gp.forex.MaternNonHCKernelForex method) _set_kappa_up() (pytspl.hogde_gp.forex.diffusion.DiffusionKernelForex method) (pytspl.hogde_gp.forex.diffusion_non_hc.DiffusionNonHCKernelForex method) (pytspl.hogde_gp.forex.DiffusionKernelForex method) (pytspl.hogde_gp.forex.DiffusionNonHCKernelForex method) (pytspl.hogde_gp.forex.laplacian.LaplacianKernelForex method) (pytspl.hogde_gp.forex.LaplacianKernelForex method) (pytspl.hogde_gp.forex.matern.MaternKernelForex method) (pytspl.hogde_gp.forex.matern_non_hc.MaternNonHCKernelForex method) (pytspl.hogde_gp.forex.MaternKernelForex method) (pytspl.hogde_gp.forex.MaternNonHCKernelForex method) _set_mu() (pytspl.hogde_gp.forex.laplacian.LaplacianKernelForex method) (pytspl.hogde_gp.forex.LaplacianKernelForex method) (pytspl.hogde_gp.forex.matern.MaternKernelForex method) (pytspl.hogde_gp.forex.matern_non_hc.MaternNonHCKernelForex method) (pytspl.hogde_gp.forex.MaternKernelForex method) (pytspl.hogde_gp.forex.MaternNonHCKernelForex method) _set_mu_down() (pytspl.hogde_gp.forex.matern.MaternKernelForex method) (pytspl.hogde_gp.forex.matern_non_hc.MaternNonHCKernelForex method) (pytspl.hogde_gp.forex.MaternKernelForex method) (pytspl.hogde_gp.forex.MaternNonHCKernelForex method) _set_mu_up() (pytspl.hogde_gp.forex.matern.MaternKernelForex method) (pytspl.hogde_gp.forex.matern_non_hc.MaternNonHCKernelForex method) (pytspl.hogde_gp.forex.MaternKernelForex method) (pytspl.hogde_gp.forex.MaternNonHCKernelForex method) _solver() (pytspl.filters.simplicial_trend_filter.SimplicialTrendFilter static method) (pytspl.filters.SimplicialTrendFilter static method)

A

adjacency_matrix() (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method) apply() (pytspl.filters.chebyshev_filter_design.ChebyshevFilterDesign method) (pytspl.filters.ChebyshevFilterDesign method) apply_k_step_shifting() (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method)

apply_lower_shifting() (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method) apply_upper_shifting() (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method)

B

B1 (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex attribute) (pytspl.simplicial_complex.SimplicialComplex attribute) B2 (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex attribute) (pytspl.simplicial_complex.SimplicialComplex attribute)

BaseFilter (class in pytspl.filters.base_filter) build_matern_kernel() (pytspl.hogde_gp.hodge_gp_trainer.HodgeGPTrainer method) (pytspl.hogde_gp.HodgeGPTrainer method)

C

calculate_error_NRMSE() (pytspl.filters.base_filter.BaseFilter static method) ChebyshevFilterDesign (class in pytspl.filters) (class in pytspl.filters.chebyshev_filter_design) CHICAGO_SKETCH_DATA_FOLDER (in module pytspl.io.data_loaders.transportation_loader) components (pytspl.filters.simplicial_trend_filter.SimplicialTrendFilter attribute) (pytspl.filters.SimplicialTrendFilter attribute) covar_matrix (pytspl.hogde_gp.forex.diffusion.DiffusionKernelForex property) (pytspl.hogde_gp.forex.diffusion_non_hc.DiffusionNonHCKernelForex property) (pytspl.hogde_gp.forex.DiffusionKernelForex property) (pytspl.hogde_gp.forex.DiffusionNonHCKernelForex property) (pytspl.hogde_gp.forex.laplacian.LaplacianKernelForex property) (pytspl.hogde_gp.forex.LaplacianKernelForex property) (pytspl.hogde_gp.forex.matern.MaternKernelForex property) (pytspl.hogde_gp.forex.matern_non_hc.MaternNonHCKernelForex property) (pytspl.hogde_gp.forex.MaternKernelForex property) (pytspl.hogde_gp.forex.MaternNonHCKernelForex property)

covar_module (pytspl.hogde_gp.exact_gp.ExactGPModel attribute) (pytspl.hogde_gp.ExactGPModel attribute) create_edge_flow() (pytspl.plot.plot.SCPlot method) (pytspl.plot.SCPlot method) (pytspl.SCPlot method) CURL (pytspl.decomposition.frequency_component.FrequencyComponent attribute)

D

DATA_FOLDER (in module pytspl.io.data_loaders.transportation_loader) DATA_TYPE (in module pytspl.hogde_gp.hodge_gp_trainer) DATASETS (in module pytspl.io.dataset_loader) denoise() (pytspl.filters.edge_flow_denoising.EdgeFlowDenoising method) (pytspl.filters.EdgeFlowDenoising method) (pytspl.filters.grid_based_filter_design.GridBasedFilterDesign method) (pytspl.filters.GridBasedFilterDesign method) denoising_l1_regularizer() (pytspl.filters.simplicial_trend_filter.SimplicialTrendFilter method) (pytspl.filters.SimplicialTrendFilter method) denoising_l2_regularizer() (pytspl.filters.simplicial_trend_filter.SimplicialTrendFilter method) (pytspl.filters.SimplicialTrendFilter method) DIFFUSION (pytspl.hogde_gp.kernels.Kernels attribute) DIFFUSION_NON_HC (pytspl.hogde_gp.kernels.Kernels attribute) DiffusionKernelForex (class in pytspl.hogde_gp.forex) (class in pytspl.hogde_gp.forex.diffusion) DiffusionNonHCKernelForex (class in pytspl.hogde_gp.forex) (class in pytspl.hogde_gp.forex.diffusion_non_hc)

draw_edge_labels() (pytspl.plot.plot.SCPlot method) (pytspl.plot.SCPlot method) (pytspl.SCPlot method) draw_eigenvectors() (pytspl.plot.plot.SCPlot method) (pytspl.plot.SCPlot method) (pytspl.SCPlot method) draw_hodge_decomposition() (pytspl.plot.plot.SCPlot method) (pytspl.plot.SCPlot method) (pytspl.SCPlot method) draw_network() (pytspl.plot.plot.SCPlot method) (pytspl.plot.SCPlot method) (pytspl.SCPlot method) draw_sc_edges() (pytspl.plot.plot.SCPlot method) (pytspl.plot.SCPlot method) (pytspl.SCPlot method) draw_sc_nodes() (pytspl.plot.plot.SCPlot method) (pytspl.plot.SCPlot method) (pytspl.SCPlot method)

E

edge_feature_names() (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method) edge_features (pytspl.simplicial_complex.scbuilder.SCBuilder attribute) (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex attribute) (pytspl.simplicial_complex.SimplicialComplex attribute) EdgeFlowDenoising (class in pytspl.filters) (class in pytspl.filters.edge_flow_denoising)

edges (pytspl.simplicial_complex.scbuilder.SCBuilder attribute) (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex attribute) (pytspl.simplicial_complex.SimplicialComplex attribute) edges_to_B1() (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method) ExactGPModel (class in pytspl.hogde_gp) (class in pytspl.hogde_gp.exact_gp)

F

FOREX_DATA_FOLDER (in module pytspl.io.data_loaders.forex_loader) forward() (pytspl.hogde_gp.exact_gp.ExactGPModel method) (pytspl.hogde_gp.ExactGPModel method) (pytspl.hogde_gp.forex.diffusion.DiffusionKernelForex method) (pytspl.hogde_gp.forex.diffusion_non_hc.DiffusionNonHCKernelForex method) (pytspl.hogde_gp.forex.DiffusionKernelForex method) (pytspl.hogde_gp.forex.DiffusionNonHCKernelForex method) (pytspl.hogde_gp.forex.laplacian.LaplacianKernelForex method) (pytspl.hogde_gp.forex.LaplacianKernelForex method) (pytspl.hogde_gp.forex.matern.MaternKernelForex method) (pytspl.hogde_gp.forex.matern_non_hc.MaternNonHCKernelForex method) (pytspl.hogde_gp.forex.MaternKernelForex method) (pytspl.hogde_gp.forex.MaternNonHCKernelForex method)

FrequencyComponent (class in pytspl.decomposition.frequency_component)

G

general_filter() (pytspl.filters.grid_based_filter_design.GridBasedFilterDesign method) (pytspl.filters.GridBasedFilterDesign method) (pytspl.filters.ls_filter_design.LSFilterDesign method) (pytspl.filters.LSFilterDesign method) generate_coordinates() (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method) generate_random_simplicial_complex() (in module pytspl) (in module pytspl.io) (in module pytspl.io.sc_generator) get_alpha() (pytspl.filters.chebyshev_filter_design.ChebyshevFilterDesign method) (pytspl.filters.ChebyshevFilterDesign method) get_chebyshev_frequency_approx() (pytspl.filters.chebyshev_filter_design.ChebyshevFilterDesign method) (pytspl.filters.ChebyshevFilterDesign method) get_component_coefficients() (pytspl.filters.base_filter.BaseFilter method) get_component_eigenpair() (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method) get_component_flow() (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method) get_curl() (in module pytspl.decomposition.eigendecomposition) (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method) get_curl_eigenpair() (in module pytspl.decomposition.eigendecomposition) get_curl_flow() (in module pytspl.decomposition.hodge_decomposition) get_divergence() (in module pytspl.decomposition.eigendecomposition) (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method) get_edge_features() (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method) get_eigendecomposition() (in module pytspl.decomposition.eigendecomposition) get_eigenpairs() (pytspl.hogde_gp.hodge_gp_trainer.HodgeGPTrainer method) (pytspl.hogde_gp.HodgeGPTrainer method)

get_faces() (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method) get_forex_kernels() (pytspl.hogde_gp.kernels.Kernels method) get_gradient_eigenpair() (in module pytspl.decomposition.eigendecomposition) get_gradient_flow() (in module pytspl.decomposition.hodge_decomposition) get_harmonic_eigenpair() (in module pytspl.decomposition.eigendecomposition) get_harmonic_flow() (in module pytspl.decomposition.hodge_decomposition) get_ideal_frequency() (pytspl.filters.chebyshev_filter_design.ChebyshevFilterDesign method) (pytspl.filters.ChebyshevFilterDesign method) get_incidence_matrices() (pytspl.hogde_gp.hodge_gp_trainer.HodgeGPTrainer method) (pytspl.hogde_gp.HodgeGPTrainer method) get_laplacians() (pytspl.hogde_gp.hodge_gp_trainer.HodgeGPTrainer method) (pytspl.hogde_gp.HodgeGPTrainer method) get_model_parameters() (pytspl.hogde_gp.hodge_gp_trainer.HodgeGPTrainer method) (pytspl.hogde_gp.HodgeGPTrainer method) get_names() (pytspl.hogde_gp.kernels.Kernels class method) get_node_features() (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method) get_p_matrix() (pytspl.filters.base_filter.BaseFilter method) get_power_noise() (pytspl.filters.simplicial_trend_filter.SimplicialTrendFilter method) (pytspl.filters.SimplicialTrendFilter method) get_shift_operator() (pytspl.filters.simplicial_trend_filter.SimplicialTrendFilter method) (pytspl.filters.SimplicialTrendFilter method) get_simplicial_embeddings() (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method) get_total_variance() (in module pytspl.decomposition.eigendecomposition) (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method) get_true_signal() (pytspl.filters.base_filter.BaseFilter method) GRADIENT (pytspl.decomposition.frequency_component.FrequencyComponent attribute) GridBasedFilterDesign (class in pytspl.filters) (class in pytspl.filters.grid_based_filter_design)

H

h (pytspl.hogde_gp.forex.diffusion.DiffusionKernelForex property) (pytspl.hogde_gp.forex.diffusion_non_hc.DiffusionNonHCKernelForex property) (pytspl.hogde_gp.forex.DiffusionKernelForex property) (pytspl.hogde_gp.forex.DiffusionNonHCKernelForex property) (pytspl.hogde_gp.forex.matern.MaternKernelForex property) (pytspl.hogde_gp.forex.matern_non_hc.MaternNonHCKernelForex property) (pytspl.hogde_gp.forex.MaternKernelForex property) (pytspl.hogde_gp.forex.MaternNonHCKernelForex property) h_down (pytspl.hogde_gp.forex.diffusion.DiffusionKernelForex property) (pytspl.hogde_gp.forex.diffusion_non_hc.DiffusionNonHCKernelForex property) (pytspl.hogde_gp.forex.DiffusionKernelForex property) (pytspl.hogde_gp.forex.DiffusionNonHCKernelForex property) (pytspl.hogde_gp.forex.matern.MaternKernelForex property) (pytspl.hogde_gp.forex.matern_non_hc.MaternNonHCKernelForex property) (pytspl.hogde_gp.forex.MaternKernelForex property) (pytspl.hogde_gp.forex.MaternNonHCKernelForex property)

h_up (pytspl.hogde_gp.forex.diffusion.DiffusionKernelForex property) (pytspl.hogde_gp.forex.diffusion_non_hc.DiffusionNonHCKernelForex property) (pytspl.hogde_gp.forex.DiffusionKernelForex property) (pytspl.hogde_gp.forex.DiffusionNonHCKernelForex property) (pytspl.hogde_gp.forex.matern.MaternKernelForex property) (pytspl.hogde_gp.forex.matern_non_hc.MaternNonHCKernelForex property) (pytspl.hogde_gp.forex.MaternKernelForex property) (pytspl.hogde_gp.forex.MaternNonHCKernelForex property) HARMONIC (pytspl.decomposition.frequency_component.FrequencyComponent attribute) history (pytspl.filters.base_filter.BaseFilter attribute) (pytspl.filters.simplicial_trend_filter.SimplicialTrendFilter attribute) (pytspl.filters.SimplicialTrendFilter attribute) hodge_laplacian_matrix() (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method) HodgeGPTrainer (class in pytspl.hogde_gp) (class in pytspl.hogde_gp.hodge_gp_trainer)

I

identity_matrix() (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method) incidence_matrix() (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method)

interpolation_l1_regularizer() (pytspl.filters.simplicial_trend_filter.SimplicialTrendFilter method) (pytspl.filters.SimplicialTrendFilter method)

K

kappa (pytspl.hogde_gp.forex.matern.MaternKernelForex property) (pytspl.hogde_gp.forex.matern_non_hc.MaternNonHCKernelForex property) (pytspl.hogde_gp.forex.MaternKernelForex property) (pytspl.hogde_gp.forex.MaternNonHCKernelForex property) kappa_down (pytspl.hogde_gp.forex.diffusion.DiffusionKernelForex property) (pytspl.hogde_gp.forex.diffusion_non_hc.DiffusionNonHCKernelForex property) (pytspl.hogde_gp.forex.DiffusionKernelForex property) (pytspl.hogde_gp.forex.DiffusionNonHCKernelForex property) (pytspl.hogde_gp.forex.laplacian.LaplacianKernelForex property) (pytspl.hogde_gp.forex.LaplacianKernelForex property) (pytspl.hogde_gp.forex.matern.MaternKernelForex property) (pytspl.hogde_gp.forex.matern_non_hc.MaternNonHCKernelForex property) (pytspl.hogde_gp.forex.MaternKernelForex property) (pytspl.hogde_gp.forex.MaternNonHCKernelForex property)

kappa_up (pytspl.hogde_gp.forex.diffusion.DiffusionKernelForex property) (pytspl.hogde_gp.forex.diffusion_non_hc.DiffusionNonHCKernelForex property) (pytspl.hogde_gp.forex.DiffusionKernelForex property) (pytspl.hogde_gp.forex.DiffusionNonHCKernelForex property) (pytspl.hogde_gp.forex.laplacian.LaplacianKernelForex property) (pytspl.hogde_gp.forex.LaplacianKernelForex property) (pytspl.hogde_gp.forex.matern.MaternKernelForex property) (pytspl.hogde_gp.forex.matern_non_hc.MaternNonHCKernelForex property) (pytspl.hogde_gp.forex.MaternKernelForex property) (pytspl.hogde_gp.forex.MaternNonHCKernelForex property) Kernels (class in pytspl.hogde_gp.kernels) KernelSerializer (class in pytspl.hogde_gp.kernel_serializer)

L

LAPLACIAN (pytspl.hogde_gp.kernels.Kernels attribute) laplacian_matrix() (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method) LAPLACIAN_NON_HC (pytspl.hogde_gp.kernels.Kernels attribute) LaplacianKernelForex (class in pytspl.hogde_gp.forex) (class in pytspl.hogde_gp.forex.laplacian) LASTFM_DATA_FOLDER (in module pytspl.io.data_loaders.lastfm_loader) list_datasets() (in module pytspl) (in module pytspl.io) (in module pytspl.io.dataset_loader) list_transportation_datasets() (in module pytspl.io.data_loaders.transportation_loader) load_chicago_sketch() (in module pytspl.io.data_loaders.transportation_loader) load_dataset() (in module pytspl) (in module pytspl.io) (in module pytspl.io.dataset_loader)

load_flow_transportation() (in module pytspl.io.data_loaders.transportation_loader) load_forex_data() (in module pytspl.io.data_loaders.forex_loader) load_lastfm_1k_artist() (in module pytspl.io.data_loaders.lastfm_loader) load_paper_data() (in module pytspl.io.data_loaders.paper_loader) load_transportation_dataset() (in module pytspl.io.data_loaders.transportation_loader) load_wsn_data() (in module pytspl.io.data_loaders.wsn_loader) logistic_function() (pytspl.filters.base_filter.BaseFilter static method) lower_laplacian_matrix() (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method) LSFilterDesign (class in pytspl.filters) (class in pytspl.filters.ls_filter_design)

M

MATERN (pytspl.hogde_gp.kernels.Kernels attribute) MATERN_NON_HC (pytspl.hogde_gp.kernels.Kernels attribute) MaternKernelForex (class in pytspl.hogde_gp.forex) (class in pytspl.hogde_gp.forex.matern) MaternNonHCKernelForex (class in pytspl.hogde_gp.forex) (class in pytspl.hogde_gp.forex.matern_non_hc) max_dim (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex property) (pytspl.simplicial_complex.SimplicialComplex property) METADATA_ROWS (in module pytspl.io.data_loaders.transportation_loader) module pytspl pytspl.decomposition pytspl.decomposition.eigendecomposition pytspl.decomposition.frequency_component pytspl.decomposition.hodge_decomposition pytspl.filters pytspl.filters.base_filter pytspl.filters.chebyshev_filter_design pytspl.filters.edge_flow_denoising pytspl.filters.grid_based_filter_design pytspl.filters.ls_filter_design pytspl.filters.simplicial_trend_filter pytspl.hogde_gp pytspl.hogde_gp.exact_gp pytspl.hogde_gp.forex pytspl.hogde_gp.forex.diffusion pytspl.hogde_gp.forex.diffusion_non_hc pytspl.hogde_gp.forex.laplacian pytspl.hogde_gp.forex.matern pytspl.hogde_gp.forex.matern_non_hc pytspl.hogde_gp.hodge_gp_trainer pytspl.hogde_gp.kernel_serializer pytspl.hogde_gp.kernels pytspl.io pytspl.io.data_loaders pytspl.io.data_loaders.forex_loader pytspl.io.data_loaders.lastfm_loader pytspl.io.data_loaders.paper_loader pytspl.io.data_loaders.transportation_loader pytspl.io.data_loaders.wsn_loader pytspl.io.dataset_loader pytspl.io.network_reader pytspl.io.sc_generator pytspl.plot pytspl.plot.plot pytspl.simplicial_complex pytspl.simplicial_complex.scbuilder pytspl.simplicial_complex.simplicial_complex

mu (pytspl.hogde_gp.forex.laplacian.LaplacianKernelForex property) (pytspl.hogde_gp.forex.LaplacianKernelForex property) (pytspl.hogde_gp.forex.matern.MaternKernelForex property) (pytspl.hogde_gp.forex.matern_non_hc.MaternNonHCKernelForex property) (pytspl.hogde_gp.forex.MaternKernelForex property) (pytspl.hogde_gp.forex.MaternNonHCKernelForex property) mu_down (pytspl.hogde_gp.forex.matern.MaternKernelForex property) (pytspl.hogde_gp.forex.matern_non_hc.MaternNonHCKernelForex property) (pytspl.hogde_gp.forex.MaternKernelForex property) (pytspl.hogde_gp.forex.MaternNonHCKernelForex property) mu_up (pytspl.hogde_gp.forex.matern.MaternKernelForex property) (pytspl.hogde_gp.forex.matern_non_hc.MaternNonHCKernelForex property) (pytspl.hogde_gp.forex.MaternKernelForex property) (pytspl.hogde_gp.forex.MaternNonHCKernelForex property)

N

node_features (pytspl.simplicial_complex.scbuilder.SCBuilder attribute) (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex attribute) (pytspl.simplicial_complex.SimplicialComplex attribute) nodes (pytspl.simplicial_complex.scbuilder.SCBuilder attribute) (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex attribute) (pytspl.simplicial_complex.SimplicialComplex attribute)

normalize_data() (pytspl.hogde_gp.hodge_gp_trainer.HodgeGPTrainer method) (pytspl.hogde_gp.HodgeGPTrainer method)

O

output_device (pytspl.hogde_gp.hodge_gp_trainer.HodgeGPTrainer attribute) (pytspl.hogde_gp.HodgeGPTrainer attribute)

P

PAPER_DATA_FOLDER (in module pytspl.io.data_loaders.paper_loader) plot_chebyshev_series_approx() (pytspl.filters.chebyshev_filter_design.ChebyshevFilterDesign method) (pytspl.filters.ChebyshevFilterDesign method) plot_desired_frequency_response() (pytspl.filters.edge_flow_denoising.EdgeFlowDenoising method) (pytspl.filters.EdgeFlowDenoising method) plot_frequency_response_approx() (pytspl.filters.chebyshev_filter_design.ChebyshevFilterDesign method) (pytspl.filters.ChebyshevFilterDesign method) pos (pytspl.plot.plot.SCPlot attribute) (pytspl.plot.SCPlot attribute) (pytspl.SCPlot attribute) power_iteration() (pytspl.filters.base_filter.BaseFilter static method) predict() (pytspl.hogde_gp.hodge_gp_trainer.HodgeGPTrainer method) (pytspl.hogde_gp.HodgeGPTrainer method) print_summary() (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method) pytspl module pytspl.decomposition module pytspl.decomposition.eigendecomposition module pytspl.decomposition.frequency_component module pytspl.decomposition.hodge_decomposition module pytspl.filters module pytspl.filters.base_filter module pytspl.filters.chebyshev_filter_design module pytspl.filters.edge_flow_denoising module pytspl.filters.grid_based_filter_design module pytspl.filters.ls_filter_design module pytspl.filters.simplicial_trend_filter module pytspl.hogde_gp module pytspl.hogde_gp.exact_gp module pytspl.hogde_gp.forex module

pytspl.hogde_gp.forex.diffusion module pytspl.hogde_gp.forex.diffusion_non_hc module pytspl.hogde_gp.forex.laplacian module pytspl.hogde_gp.forex.matern module pytspl.hogde_gp.forex.matern_non_hc module pytspl.hogde_gp.hodge_gp_trainer module pytspl.hogde_gp.kernel_serializer module pytspl.hogde_gp.kernels module pytspl.io module pytspl.io.data_loaders module pytspl.io.data_loaders.forex_loader module pytspl.io.data_loaders.lastfm_loader module pytspl.io.data_loaders.paper_loader module pytspl.io.data_loaders.transportation_loader module pytspl.io.data_loaders.wsn_loader module pytspl.io.dataset_loader module pytspl.io.network_reader module pytspl.io.sc_generator module pytspl.plot module pytspl.plot.plot module pytspl.simplicial_complex module pytspl.simplicial_complex.scbuilder module pytspl.simplicial_complex.simplicial_complex module

R

read_B1_B2() (in module pytspl) (in module pytspl.io) (in module pytspl.io.network_reader) read_B2() (in module pytspl.io.network_reader) read_coordinates() (in module pytspl.io.network_reader) read_csv() (in module pytspl) (in module pytspl.io) (in module pytspl.io.network_reader)

read_flow() (in module pytspl.io.network_reader) read_tntp() (in module pytspl) (in module pytspl.io) (in module pytspl.io.network_reader)

S

sc (pytspl.filters.base_filter.BaseFilter attribute) (pytspl.hogde_gp.hodge_gp_trainer.HodgeGPTrainer attribute) (pytspl.hogde_gp.HodgeGPTrainer attribute) (pytspl.plot.plot.SCPlot attribute) (pytspl.plot.SCPlot attribute) (pytspl.SCPlot attribute) SCBuilder (class in pytspl.simplicial_complex.scbuilder) SCPlot (class in pytspl) (class in pytspl.plot) (class in pytspl.plot.plot) serialize() (pytspl.hogde_gp.kernel_serializer.KernelSerializer method) set_history() (pytspl.filters.base_filter.BaseFilter method) (pytspl.filters.simplicial_trend_filter.SimplicialTrendFilter method) (pytspl.filters.SimplicialTrendFilter method)

shape (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex property) (pytspl.simplicial_complex.SimplicialComplex property) simplices (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex property) (pytspl.simplicial_complex.SimplicialComplex property) SimplicialComplex (class in pytspl.simplicial_complex) (class in pytspl.simplicial_complex.simplicial_complex) SimplicialTrendFilter (class in pytspl.filters) (class in pytspl.filters.simplicial_trend_filter) subcomponent_extraction() (pytspl.filters.grid_based_filter_design.GridBasedFilterDesign method) (pytspl.filters.GridBasedFilterDesign method) subcomponent_extraction_type_one() (pytspl.filters.ls_filter_design.LSFilterDesign method) (pytspl.filters.LSFilterDesign method) subcomponent_extraction_type_two() (pytspl.filters.ls_filter_design.LSFilterDesign method) (pytspl.filters.LSFilterDesign method)

T

to_simplicial_complex() (pytspl.simplicial_complex.scbuilder.SCBuilder method) tocsr() (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method) train() (pytspl.hogde_gp.hodge_gp_trainer.HodgeGPTrainer method) (pytspl.hogde_gp.HodgeGPTrainer method) train_test_split() (pytspl.hogde_gp.hodge_gp_trainer.HodgeGPTrainer method) (pytspl.hogde_gp.HodgeGPTrainer method)

triangles (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex attribute) (pytspl.simplicial_complex.SimplicialComplex attribute) triangles() (pytspl.simplicial_complex.scbuilder.SCBuilder method) triangles_dist_based() (pytspl.simplicial_complex.scbuilder.SCBuilder method) triangles_to_B2() (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method)

U

upper_laplacian_matrix() (pytspl.simplicial_complex.simplicial_complex.SimplicialComplex method) (pytspl.simplicial_complex.SimplicialComplex method)

W

WSN_DATA_FOLDER (in module pytspl.io.data_loaders.wsn_loader)

Y

y (pytspl.hogde_gp.hodge_gp_trainer.HodgeGPTrainer attribute) (pytspl.hogde_gp.HodgeGPTrainer attribute)