Index

A

adjusted_rand_index() (in module geomexp.evaluation) (in module geomexp.evaluation.metrics) alpha_contour (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] alpha_data (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] arrow_color (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] arrow_head_length (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1]

arrow_head_width (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] arrow_linewidth (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] arrow_scale (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] assignments (geomexp.clustering.clustering_base.ClusterResult attribute), [1] (geomexp.clustering.ClusterResult attribute), [1] (geomexp.ClusterResult attribute), [1] axis_linewidth (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1]

B

BaseClusterer (class in geomexp) (class in geomexp.clustering) (class in geomexp.clustering.clustering_base)

BestResponseIndexStrategy (class in geomexp) (class in geomexp.clustering) (class in geomexp.clustering.index_strategies)

C

center_color (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] center_linewidth (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] center_lr (geomexp.clustering.clustering_algorithms.GeometricExpectileClustering attribute) (geomexp.clustering.GeometricExpectileClustering attribute) (geomexp.GeometricExpectileClustering attribute) (geomexp.KernelGeometricExpectileClustering attribute) (geomexp.kernels.KernelGeometricExpectileClustering attribute) (geomexp.kernels.kernels.KernelGeometricExpectileClustering attribute) center_marker (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] center_size (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] center_steps (geomexp.clustering.clustering_algorithms.GeometricExpectileClustering attribute) (geomexp.clustering.GeometricExpectileClustering attribute) (geomexp.GeometricExpectileClustering attribute) (geomexp.KernelGeometricExpectileClustering attribute) (geomexp.kernels.KernelGeometricExpectileClustering attribute) (geomexp.kernels.kernels.KernelGeometricExpectileClustering attribute) centers (geomexp.clustering.clustering_base.ClusterResult attribute), [1] (geomexp.clustering.ClusterResult attribute), [1] (geomexp.ClusterResult attribute), [1] ClusterResult (class in geomexp) (class in geomexp.clustering) (class in geomexp.clustering.clustering_base) ClusterSpecificIndexStrategy (class in geomexp) (class in geomexp.clustering) (class in geomexp.clustering.index_strategies)

ClusterVisualizer (class in geomexp.visualization) (class in geomexp.visualization.visualization) coef0 (geomexp.kernels.kernels.PolynomialKernel attribute) (geomexp.kernels.PolynomialKernel attribute) (geomexp.PolynomialKernel attribute) color_palette (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] contour_alpha (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] contour_color (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] contour_linewidth (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] converged (geomexp.clustering.clustering_base.ClusterResult attribute), [1] (geomexp.clustering.ClusterResult attribute), [1] (geomexp.ClusterResult attribute), [1] create_comparison_figure() (geomexp.visualization.ClusterVisualizer method) (geomexp.visualization.visualization.ClusterVisualizer method) curve_alpha (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] curve_linewidth (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] CustomIndexStrategy (class in geomexp) (class in geomexp.clustering) (class in geomexp.clustering.index_strategies)

D

davies_bouldin() (in module geomexp.evaluation) (in module geomexp.evaluation.metrics) decision_boundary_color (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] decision_boundary_resolution (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] decision_boundary_show_centers (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] decision_boundary_show_contour_lines (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1]

decision_boundary_show_points (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] decision_boundary_show_regions (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] degree (geomexp.kernels.kernels.PolynomialKernel attribute) (geomexp.kernels.PolynomialKernel attribute) (geomexp.PolynomialKernel attribute) dpi (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1]

E

empty_cluster_rule (geomexp.clustering.clustering_algorithms.GeometricExpectileClustering attribute) (geomexp.clustering.GeometricExpectileClustering attribute) (geomexp.GeometricExpectileClustering attribute) EmptyClusterRule (class in geomexp.clustering) (class in geomexp.clustering.policies)

EuclideanGeometry (class in geomexp) (class in geomexp.clustering) (class in geomexp.clustering.geometry) expectile_loss() (in module geomexp) (in module geomexp.clustering) (in module geomexp.clustering.clustering_base)

F

FarthestPointRule (class in geomexp.clustering) (class in geomexp.clustering.policies) figsize (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] fit() (geomexp.BaseClusterer method) (geomexp.clustering.BaseClusterer method) (geomexp.clustering.clustering_algorithms.GeometricExpectileClustering method) (geomexp.clustering.clustering_base.BaseClusterer method) (geomexp.clustering.GeometricExpectileClustering method) (geomexp.GeometricExpectileClustering method) (geomexp.KernelGeometricExpectileClustering method) (geomexp.KernelKMeans method) (geomexp.kernels.KernelGeometricExpectileClustering method) (geomexp.kernels.KernelKMeans method) (geomexp.kernels.kernels.KernelGeometricExpectileClustering method) (geomexp.kernels.kernels.KernelKMeans method)

fontsize (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1]

G

gamma (geomexp.kernels.kernels.RBFKernel attribute) (geomexp.kernels.RBFKernel attribute) (geomexp.RBFKernel attribute) GeometricExpectileClustering (class in geomexp) (class in geomexp.clustering) (class in geomexp.clustering.clustering_algorithms) geomexp module geomexp.clustering module geomexp.clustering.clustering_algorithms module geomexp.clustering.clustering_base module geomexp.clustering.geometry module geomexp.clustering.index_strategies module geomexp.clustering.policies module geomexp.evaluation module geomexp.evaluation.metrics module

geomexp.kernels module geomexp.kernels.kernels module geomexp.utils module geomexp.utils.validation module geomexp.visualization module geomexp.visualization.visualization module GlobalIndexStrategy (class in geomexp) (class in geomexp.clustering) (class in geomexp.clustering.index_strategies) gram_matrix() (geomexp.Kernel method) (geomexp.kernels.Kernel method) (geomexp.kernels.kernels.Kernel method) GramGeometry (class in geomexp) (class in geomexp.clustering) (class in geomexp.clustering.geometry) grid_alpha (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] grid_linewidth (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1]

H

HilbertGeometry (class in geomexp) (class in geomexp.clustering) (class in geomexp.clustering.geometry)

I

index_radius (geomexp.clustering.clustering_algorithms.GeometricExpectileClustering attribute) (geomexp.clustering.GeometricExpectileClustering attribute) (geomexp.GeometricExpectileClustering attribute) (geomexp.KernelGeometricExpectileClustering attribute) (geomexp.kernels.KernelGeometricExpectileClustering attribute) (geomexp.kernels.kernels.KernelGeometricExpectileClustering attribute) index_strategy (geomexp.clustering.clustering_algorithms.GeometricExpectileClustering attribute) (geomexp.clustering.GeometricExpectileClustering attribute) (geomexp.GeometricExpectileClustering attribute) IndexStrategy (class in geomexp) (class in geomexp.clustering) (class in geomexp.clustering.index_strategies) initialize() (geomexp.BestResponseIndexStrategy method) (geomexp.clustering.BestResponseIndexStrategy method) (geomexp.clustering.ClusterSpecificIndexStrategy method) (geomexp.clustering.CustomIndexStrategy method) (geomexp.clustering.GlobalIndexStrategy method) (geomexp.clustering.index_strategies.BestResponseIndexStrategy method) (geomexp.clustering.index_strategies.ClusterSpecificIndexStrategy method) (geomexp.clustering.index_strategies.CustomIndexStrategy method) (geomexp.clustering.index_strategies.GlobalIndexStrategy method) (geomexp.clustering.index_strategies.IndexStrategy method) (geomexp.clustering.IndexStrategy method) (geomexp.ClusterSpecificIndexStrategy method) (geomexp.CustomIndexStrategy method) (geomexp.GlobalIndexStrategy method) (geomexp.IndexStrategy method)

inner() (geomexp.clustering.EuclideanGeometry method) (geomexp.clustering.geometry.EuclideanGeometry method) (geomexp.clustering.geometry.GramGeometry method) (geomexp.clustering.geometry.HilbertGeometry method) (geomexp.clustering.geometry.WeightedEuclideanGeometry method) (geomexp.clustering.GramGeometry method) (geomexp.clustering.HilbertGeometry method) (geomexp.clustering.WeightedEuclideanGeometry method) (geomexp.EuclideanGeometry method) (geomexp.GramGeometry method) (geomexp.HilbertGeometry method) (geomexp.WeightedEuclideanGeometry method) IterativeClusterer (class in geomexp.clustering) (class in geomexp.clustering.clustering_base)

K

kde_alpha (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] kde_color (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] kde_linewidth (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] Kernel (class in geomexp) (class in geomexp.kernels) (class in geomexp.kernels.kernels) kernel (geomexp.KernelGeometricExpectileClustering attribute) (geomexp.KernelKMeans attribute) (geomexp.kernels.KernelGeometricExpectileClustering attribute) (geomexp.kernels.KernelKMeans attribute) (geomexp.kernels.kernels.KernelGeometricExpectileClustering attribute) (geomexp.kernels.kernels.KernelKMeans attribute)

KernelGeometricExpectileClustering (class in geomexp) (class in geomexp.kernels) (class in geomexp.kernels.kernels) KernelKMeans (class in geomexp) (class in geomexp.kernels) (class in geomexp.kernels.kernels) KMeans (class in geomexp) (class in geomexp.clustering) (class in geomexp.clustering.clustering_algorithms)

L

lengthscale (geomexp.kernels.kernels.MaternKernel attribute) (geomexp.kernels.MaternKernel attribute) (geomexp.MaternKernel attribute) LinearKernel (class in geomexp) (class in geomexp.kernels) (class in geomexp.kernels.kernels)

loss_linewidth (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] LowestIndexTieBreak (class in geomexp.clustering) (class in geomexp.clustering.policies)

M

MaternKernel (class in geomexp) (class in geomexp.kernels) (class in geomexp.kernels.kernels) max_iter (geomexp.BaseClusterer attribute) (geomexp.clustering.BaseClusterer attribute) (geomexp.clustering.clustering_algorithms.GeometricExpectileClustering attribute) (geomexp.clustering.clustering_algorithms.KMeans attribute) (geomexp.clustering.clustering_base.BaseClusterer attribute) (geomexp.clustering.GeometricExpectileClustering attribute) (geomexp.clustering.KMeans attribute) (geomexp.GeometricExpectileClustering attribute) (geomexp.KernelGeometricExpectileClustering attribute) (geomexp.KernelKMeans attribute) (geomexp.kernels.KernelGeometricExpectileClustering attribute) (geomexp.kernels.KernelKMeans attribute) (geomexp.kernels.kernels.KernelGeometricExpectileClustering attribute) (geomexp.kernels.kernels.KernelKMeans attribute) (geomexp.KMeans attribute) metadata (geomexp.clustering.clustering_base.ClusterResult attribute), [1] (geomexp.clustering.ClusterResult attribute), [1] (geomexp.ClusterResult attribute), [1]

misclassification_error() (in module geomexp.evaluation) (in module geomexp.evaluation.metrics) module geomexp geomexp.clustering geomexp.clustering.clustering_algorithms geomexp.clustering.clustering_base geomexp.clustering.geometry geomexp.clustering.index_strategies geomexp.clustering.policies geomexp.evaluation geomexp.evaluation.metrics geomexp.kernels geomexp.kernels.kernels geomexp.utils geomexp.utils.validation geomexp.visualization geomexp.visualization.visualization

N

n_clusters (geomexp.BaseClusterer attribute) (geomexp.clustering.BaseClusterer attribute) (geomexp.clustering.clustering_algorithms.GeometricExpectileClustering attribute) (geomexp.clustering.clustering_algorithms.KMeans attribute) (geomexp.clustering.clustering_base.BaseClusterer attribute) (geomexp.clustering.GeometricExpectileClustering attribute) (geomexp.clustering.KMeans attribute) (geomexp.GeometricExpectileClustering attribute) (geomexp.KernelGeometricExpectileClustering attribute) (geomexp.KernelKMeans attribute) (geomexp.kernels.KernelGeometricExpectileClustering attribute) (geomexp.kernels.KernelKMeans attribute) (geomexp.kernels.kernels.KernelGeometricExpectileClustering attribute) (geomexp.kernels.kernels.KernelKMeans attribute) (geomexp.KMeans attribute) n_init (geomexp.clustering.clustering_algorithms.GeometricExpectileClustering attribute) (geomexp.clustering.GeometricExpectileClustering attribute) (geomexp.GeometricExpectileClustering attribute) (geomexp.KernelGeometricExpectileClustering attribute) (geomexp.KernelKMeans attribute) (geomexp.kernels.KernelGeometricExpectileClustering attribute) (geomexp.kernels.KernelKMeans attribute) (geomexp.kernels.kernels.KernelGeometricExpectileClustering attribute) (geomexp.kernels.kernels.KernelKMeans attribute)

n_iterations (geomexp.clustering.clustering_base.ClusterResult attribute), [1] (geomexp.clustering.ClusterResult attribute), [1] (geomexp.ClusterResult attribute), [1] norm() (geomexp.clustering.EuclideanGeometry method) (geomexp.clustering.geometry.EuclideanGeometry method) (geomexp.clustering.geometry.GramGeometry method) (geomexp.clustering.geometry.HilbertGeometry method) (geomexp.clustering.geometry.WeightedEuclideanGeometry method) (geomexp.clustering.GramGeometry method) (geomexp.clustering.HilbertGeometry method) (geomexp.clustering.WeightedEuclideanGeometry method) (geomexp.EuclideanGeometry method) (geomexp.GramGeometry method) (geomexp.HilbertGeometry method) (geomexp.WeightedEuclideanGeometry method) normalized_mutual_info() (in module geomexp.evaluation) (in module geomexp.evaluation.metrics) nu (geomexp.kernels.kernels.MaternKernel attribute) (geomexp.kernels.MaternKernel attribute) (geomexp.MaternKernel attribute)

O

objective (geomexp.clustering.clustering_base.ClusterResult attribute), [1] (geomexp.clustering.ClusterResult attribute), [1] (geomexp.ClusterResult attribute), [1]

P

plot_cluster_assignments() (geomexp.visualization.ClusterVisualizer method) (geomexp.visualization.visualization.ClusterVisualizer method) plot_decision_boundaries() (geomexp.visualization.ClusterVisualizer method) (geomexp.visualization.visualization.ClusterVisualizer method) plot_density_contours() (geomexp.visualization.ClusterVisualizer method) (geomexp.visualization.visualization.ClusterVisualizer method) plot_density_with_boundaries() (geomexp.visualization.ClusterVisualizer method) (geomexp.visualization.visualization.ClusterVisualizer method) plot_expectile_curves() (geomexp.visualization.ClusterVisualizer method) (geomexp.visualization.visualization.ClusterVisualizer method)

plot_loss_comparison() (geomexp.visualization.ClusterVisualizer method) (geomexp.visualization.visualization.ClusterVisualizer method) PlotStyle (class in geomexp.visualization) (class in geomexp.visualization.visualization) point_size (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1] PolynomialKernel (class in geomexp) (class in geomexp.kernels) (class in geomexp.kernels.kernels)

R

radius_ratio() (in module geomexp.evaluation) (in module geomexp.evaluation.metrics) random_state (geomexp.BaseClusterer attribute) (geomexp.clustering.BaseClusterer attribute) (geomexp.clustering.clustering_algorithms.GeometricExpectileClustering attribute) (geomexp.clustering.clustering_algorithms.KMeans attribute) (geomexp.clustering.clustering_base.BaseClusterer attribute) (geomexp.clustering.GeometricExpectileClustering attribute) (geomexp.clustering.KMeans attribute) (geomexp.GeometricExpectileClustering attribute) (geomexp.KernelGeometricExpectileClustering attribute) (geomexp.KernelKMeans attribute) (geomexp.kernels.KernelGeometricExpectileClustering attribute) (geomexp.kernels.KernelKMeans attribute) (geomexp.kernels.kernels.KernelGeometricExpectileClustering attribute) (geomexp.kernels.kernels.KernelKMeans attribute) (geomexp.KMeans attribute)

RandomReinitRule (class in geomexp.clustering) (class in geomexp.clustering.policies) RandomTieBreak (class in geomexp.clustering) (class in geomexp.clustering.policies) RBFKernel (class in geomexp) (class in geomexp.kernels) (class in geomexp.kernels.kernels) run_methods() (in module geomexp.evaluation) (in module geomexp.evaluation.metrics)

S

save_figure() (geomexp.visualization.ClusterVisualizer static method) (geomexp.visualization.visualization.ClusterVisualizer static method) silhouette() (in module geomexp.evaluation) (in module geomexp.evaluation.metrics) squared_norm() (geomexp.clustering.EuclideanGeometry method) (geomexp.clustering.geometry.EuclideanGeometry method) (geomexp.clustering.geometry.GramGeometry method) (geomexp.clustering.geometry.HilbertGeometry method) (geomexp.clustering.geometry.WeightedEuclideanGeometry method) (geomexp.clustering.GramGeometry method) (geomexp.clustering.HilbertGeometry method) (geomexp.clustering.WeightedEuclideanGeometry method) (geomexp.EuclideanGeometry method) (geomexp.GramGeometry method) (geomexp.HilbertGeometry method) (geomexp.WeightedEuclideanGeometry method)

stability_score() (in module geomexp.evaluation) (in module geomexp.evaluation.metrics)

T

tie_break_rule (geomexp.clustering.clustering_algorithms.GeometricExpectileClustering attribute) (geomexp.clustering.GeometricExpectileClustering attribute) (geomexp.GeometricExpectileClustering attribute) TieBreakRule (class in geomexp.clustering) (class in geomexp.clustering.policies) tol (geomexp.BaseClusterer attribute) (geomexp.clustering.BaseClusterer attribute) (geomexp.clustering.clustering_algorithms.GeometricExpectileClustering attribute) (geomexp.clustering.clustering_algorithms.KMeans attribute) (geomexp.clustering.clustering_base.BaseClusterer attribute) (geomexp.clustering.GeometricExpectileClustering attribute) (geomexp.clustering.KMeans attribute) (geomexp.GeometricExpectileClustering attribute) (geomexp.KernelGeometricExpectileClustering attribute) (geomexp.KernelKMeans attribute) (geomexp.kernels.KernelGeometricExpectileClustering attribute) (geomexp.kernels.KernelKMeans attribute) (geomexp.kernels.kernels.KernelGeometricExpectileClustering attribute) (geomexp.kernels.kernels.KernelKMeans attribute) (geomexp.KMeans attribute)

U

update() (geomexp.BestResponseIndexStrategy method) (geomexp.clustering.BestResponseIndexStrategy method) (geomexp.clustering.ClusterSpecificIndexStrategy method) (geomexp.clustering.CustomIndexStrategy method) (geomexp.clustering.GlobalIndexStrategy method) (geomexp.clustering.index_strategies.BestResponseIndexStrategy method) (geomexp.clustering.index_strategies.ClusterSpecificIndexStrategy method) (geomexp.clustering.index_strategies.CustomIndexStrategy method) (geomexp.clustering.index_strategies.GlobalIndexStrategy method) (geomexp.clustering.index_strategies.IndexStrategy method) (geomexp.clustering.IndexStrategy method) (geomexp.ClusterSpecificIndexStrategy method) (geomexp.CustomIndexStrategy method) (geomexp.GlobalIndexStrategy method) (geomexp.IndexStrategy method)

use_latex (geomexp.visualization.PlotStyle attribute), [1] (geomexp.visualization.visualization.PlotStyle attribute), [1]

V

validate_data_array() (in module geomexp.utils) (in module geomexp.utils.validation) validate_gram_matrix() (in module geomexp.utils) (in module geomexp.utils.validation) validate_index_radius() (in module geomexp.utils) (in module geomexp.utils.validation) validate_n_clusters() (in module geomexp.utils) (in module geomexp.utils.validation) validate_positive_float() (in module geomexp.utils) (in module geomexp.utils.validation)

validate_positive_int() (in module geomexp.utils) (in module geomexp.utils.validation) validate_tolerance() (in module geomexp.utils) (in module geomexp.utils.validation) validate_weights() (in module geomexp.utils) (in module geomexp.utils.validation) variation_of_information() (in module geomexp.evaluation) (in module geomexp.evaluation.metrics)

W

WeightedEuclideanGeometry (class in geomexp) (class in geomexp.clustering) (class in geomexp.clustering.geometry)