Index

_

__init__() (aub_htp.alpha_stable_gen method) (aub_htp.machine_learning.AlphaStableKMeans method), [1] (aub_htp.machine_learning.AlphaStableLinearRegressor method), [1] (aub_htp.machine_learning.kmeans.AlphaStableKMeans method) (aub_htp.machine_learning.regressor.AlphaStableLinearRegressor method) (aub_htp.multivariate_alpha_stable_gen method) (aub_htp.random.BaseSpectralMeasureSampler method), [1], [2] (aub_htp.random.DiscreteSampler method), [1], [2] (aub_htp.random.EllipticSampler method), [1], [2] (aub_htp.random.IsotropicSampler method), [1], [2] (aub_htp.random.MixedSampler method), [1], [2] (aub_htp.random.UnivariateSampler method), [1], [2]

A

alpha_location() (in module aub_htp), [1] (in module aub_htp.statistics), [1], [2], [3], [4] alpha_power() (in module aub_htp), [1] (in module aub_htp.statistics), [1], [2], [3], [4] alpha_stable (in module aub_htp), [1] alpha_stable_gen (class in aub_htp), [1], [2] alpha_stable_pdf_core() (in module aub_htp.pdf.pdf) AlphaStableKMeans (class in aub_htp), [1] (class in aub_htp.machine_learning), [1], [2], [3] (class in aub_htp.machine_learning.kmeans), [1] AlphaStableLinearRegressor (class in aub_htp), [1] (class in aub_htp.machine_learning), [1], [2], [3] (class in aub_htp.machine_learning.regressor), [1] AlphaStablePCA (class in aub_htp), [1] (class in aub_htp.machine_learning), [1] AlphaStableShape (class in aub_htp), [1] (class in aub_htp.machine_learning), [1] aub_htp module, [1] aub_htp.machine_learning module, [1] aub_htp.machine_learning.kmeans module

aub_htp.machine_learning.regressor module aub_htp.pdf module aub_htp.pdf.pdf module aub_htp.pdf.skorohod module aub_htp.pdf.zolotarev module aub_htp.random module, [1] aub_htp.random.alpha_stable_sampler module aub_htp.random.cms_univariate_sampler module aub_htp.random.spectral_measure_sampler module aub_htp.random.util module aub_htp.statistics module, [1]

B

BaseSpectralMeasureSampler (class in aub_htp), [1] (class in aub_htp.random), [1], [2], [3], [4] (class in aub_htp.random.spectral_measure_sampler)

C

calculate_K() (in module aub_htp.pdf.zolotarev) calculate_V() (in module aub_htp.pdf.zolotarev) components_ (aub_htp.AlphaStablePCA attribute), [1] (aub_htp.machine_learning.AlphaStablePCA attribute), [1]

compute_inertia() (in module aub_htp.machine_learning.kmeans) compute_labels() (in module aub_htp.machine_learning.kmeans)

D

dimensions() (aub_htp.BaseSpectralMeasureSampler method), [1] (aub_htp.DiscreteSampler method), [1] (aub_htp.EllipticSampler method), [1] (aub_htp.IsotropicSampler method), [1] (aub_htp.MixedSampler method), [1] (aub_htp.random.BaseSpectralMeasureSampler method), [1], [2], [3], [4] (aub_htp.random.DiscreteSampler method), [1], [2], [3], [4] (aub_htp.random.EllipticSampler method), [1], [2], [3], [4] (aub_htp.random.IsotropicSampler method), [1], [2], [3], [4] (aub_htp.random.MixedSampler method), [1], [2], [3], [4] (aub_htp.random.spectral_measure_sampler.BaseSpectralMeasureSampler method) (aub_htp.random.spectral_measure_sampler.DiscreteSampler method) (aub_htp.random.spectral_measure_sampler.EllipticSampler method) (aub_htp.random.spectral_measure_sampler.IsotropicSampler method) (aub_htp.random.spectral_measure_sampler.MixedSampler method) (aub_htp.random.spectral_measure_sampler.UnivariateSampler method) (aub_htp.random.UnivariateSampler method), [1], [2], [3], [4] (aub_htp.UnivariateSampler method), [1]

DiscreteSampler (class in aub_htp), [1] (class in aub_htp.random), [1], [2], [3], [4] (class in aub_htp.random.spectral_measure_sampler)

E

EllipticSampler (class in aub_htp), [1] (class in aub_htp.random), [1], [2], [3], [4] (class in aub_htp.random.spectral_measure_sampler)

estimate_number_of_convergence_terms() (in module aub_htp.random.alpha_stable_sampler) estimate_number_of_convergence_terms_alpha_0_to_1() (in module aub_htp.random.alpha_stable_sampler) estimate_number_of_convergence_terms_alpha_1_to_2() (in module aub_htp.random.alpha_stable_sampler)

F

fit() (aub_htp.AlphaStableKMeans method), [1] (aub_htp.AlphaStableLinearRegressor method), [1] (aub_htp.AlphaStablePCA method), [1] (aub_htp.AlphaStableShape method), [1] (aub_htp.machine_learning.AlphaStableKMeans method), [1], [2], [3] (aub_htp.machine_learning.AlphaStableLinearRegressor method), [1], [2], [3] (aub_htp.machine_learning.AlphaStablePCA method), [1] (aub_htp.machine_learning.AlphaStableShape method), [1] (aub_htp.machine_learning.kmeans.AlphaStableKMeans method), [1] (aub_htp.machine_learning.regressor.AlphaStableLinearRegressor method), [1]

fit_transform() (aub_htp.AlphaStablePCA method), [1] (aub_htp.machine_learning.AlphaStablePCA method), [1]

G

g_approx_small_x() (in module aub_htp.pdf.zolotarev) generate_alpha_stable_pdf() (in module aub_htp.pdf.pdf) generate_alpha_stable_pdf_wrap() (in module aub_htp.pdf.pdf) generate_pdf_alpha_equal_1() (in module aub_htp.pdf.pdf) generate_pdf_alpha_greater_1() (in module aub_htp.pdf.pdf) generate_pdf_alpha_less_1() (in module aub_htp.pdf.pdf) generate_pdf_NolanS0() (in module aub_htp.pdf.zolotarev)

generate_pdf_one_point() (in module aub_htp.pdf.zolotarev) generate_pdf_one_point_around_zero() (in module aub_htp.pdf.zolotarev) generate_pdf_skorohod_vectorized() (in module aub_htp.pdf.skorohod) generate_pdf_zolotarev_1() (in module aub_htp.pdf.zolotarev) get_alpha_stable_pdf_interpolator() (in module aub_htp.pdf.pdf) get_random_state_generator() (in module aub_htp), [1] (in module aub_htp.random), [1], [2], [3], [4] (in module aub_htp.random.util)

I

initialize_cluster_centers() (in module aub_htp.machine_learning.kmeans) isotropic_scale_correction() (in module aub_htp.random.spectral_measure_sampler)

IsotropicSampler (class in aub_htp), [1] (class in aub_htp.random), [1], [2], [3], [4] (class in aub_htp.random.spectral_measure_sampler)

L

l_alpha_loss() (in module aub_htp), [1] (in module aub_htp.machine_learning), [1], [2], [3] (in module aub_htp.machine_learning.regressor), [1]

load_interpolator() (in module aub_htp.pdf.pdf) location_ (aub_htp.AlphaStablePCA attribute), [1] (aub_htp.machine_learning.AlphaStablePCA attribute), [1]

M

mass() (aub_htp.BaseSpectralMeasureSampler method), [1] (aub_htp.DiscreteSampler method), [1] (aub_htp.EllipticSampler method), [1] (aub_htp.IsotropicSampler method), [1] (aub_htp.MixedSampler method), [1] (aub_htp.random.BaseSpectralMeasureSampler method), [1], [2], [3], [4] (aub_htp.random.DiscreteSampler method), [1], [2], [3], [4] (aub_htp.random.EllipticSampler method), [1], [2], [3], [4] (aub_htp.random.IsotropicSampler method), [1], [2], [3], [4] (aub_htp.random.MixedSampler method), [1], [2], [3], [4] (aub_htp.random.spectral_measure_sampler.BaseSpectralMeasureSampler method) (aub_htp.random.spectral_measure_sampler.DiscreteSampler method) (aub_htp.random.spectral_measure_sampler.EllipticSampler method) (aub_htp.random.spectral_measure_sampler.IsotropicSampler method) (aub_htp.random.spectral_measure_sampler.MixedSampler method) (aub_htp.random.spectral_measure_sampler.UnivariateSampler method) (aub_htp.random.UnivariateSampler method), [1], [2], [3], [4] (aub_htp.UnivariateSampler method), [1] MixedSampler (class in aub_htp), [1] (class in aub_htp.random), [1], [2], [3], [4] (class in aub_htp.random.spectral_measure_sampler)

module aub_htp, [1] aub_htp.machine_learning, [1] aub_htp.machine_learning.kmeans aub_htp.machine_learning.regressor aub_htp.pdf aub_htp.pdf.pdf aub_htp.pdf.skorohod aub_htp.pdf.zolotarev aub_htp.random, [1] aub_htp.random.alpha_stable_sampler aub_htp.random.cms_univariate_sampler aub_htp.random.spectral_measure_sampler aub_htp.random.util aub_htp.statistics, [1] multivariate_alpha_stable (in module aub_htp), [1] multivariate_alpha_stable_gen (class in aub_htp), [1], [2]

N

normalize_inputs() (in module aub_htp.pdf.pdf)

P

pad_grid() (in module aub_htp.pdf.pdf) parameterization (aub_htp.alpha_stable_gen property), [1], [2] pdf() (aub_htp.alpha_stable method) (aub_htp.alpha_stable_gen method), [1], [2] power_ (aub_htp.AlphaStablePCA attribute), [1] (aub_htp.machine_learning.AlphaStablePCA attribute), [1]

predict() (aub_htp.AlphaStableKMeans method), [1] (aub_htp.AlphaStableLinearRegressor method), [1] (aub_htp.machine_learning.AlphaStableKMeans method), [1], [2], [3] (aub_htp.machine_learning.AlphaStableLinearRegressor method), [1], [2], [3] (aub_htp.machine_learning.kmeans.AlphaStableKMeans method), [1] (aub_htp.machine_learning.regressor.AlphaStableLinearRegressor method), [1]

R

r_alpha_score() (in module aub_htp), [1] (in module aub_htp.machine_learning), [1], [2], [3] (in module aub_htp.machine_learning.regressor), [1] reflect_if_negative() (in module aub_htp.pdf.zolotarev) remainder_bound() (in module aub_htp.pdf.zolotarev)

remove_all_monotonicity_spikes() (in module aub_htp.pdf.pdf) remove_left_monotonicity_spikes() (in module aub_htp.pdf.pdf) rvs() (aub_htp.alpha_stable method) (aub_htp.alpha_stable_gen method), [1], [2] (aub_htp.multivariate_alpha_stable method) (aub_htp.multivariate_alpha_stable_gen method), [1], [2]

S

sample() (aub_htp.BaseSpectralMeasureSampler method), [1] (aub_htp.DiscreteSampler method), [1] (aub_htp.EllipticSampler method), [1] (aub_htp.IsotropicSampler method), [1] (aub_htp.MixedSampler method), [1] (aub_htp.random.BaseSpectralMeasureSampler method), [1], [2], [3], [4] (aub_htp.random.DiscreteSampler method), [1], [2], [3], [4] (aub_htp.random.EllipticSampler method), [1], [2], [3], [4] (aub_htp.random.IsotropicSampler method), [1], [2], [3], [4] (aub_htp.random.MixedSampler method), [1], [2], [3], [4] (aub_htp.random.spectral_measure_sampler.BaseSpectralMeasureSampler method) (aub_htp.random.spectral_measure_sampler.DiscreteSampler method) (aub_htp.random.spectral_measure_sampler.EllipticSampler method) (aub_htp.random.spectral_measure_sampler.IsotropicSampler method) (aub_htp.random.spectral_measure_sampler.MixedSampler method) (aub_htp.random.spectral_measure_sampler.UnivariateSampler method) (aub_htp.random.UnivariateSampler method), [1], [2], [3], [4] (aub_htp.UnivariateSampler method), [1] sample_alpha_stable_vector() (in module aub_htp), [1] (in module aub_htp.random), [1], [2] (in module aub_htp.random.alpha_stable_sampler) sample_cms() (in module aub_htp.random.cms_univariate_sampler) score() (aub_htp.AlphaStableKMeans method), [1] (aub_htp.AlphaStableLinearRegressor method), [1] (aub_htp.AlphaStablePCA method), [1] (aub_htp.AlphaStableShape method), [1] (aub_htp.machine_learning.AlphaStableKMeans method), [1], [2], [3] (aub_htp.machine_learning.AlphaStableLinearRegressor method), [1], [2], [3] (aub_htp.machine_learning.AlphaStablePCA method), [1] (aub_htp.machine_learning.AlphaStableShape method), [1] (aub_htp.machine_learning.kmeans.AlphaStableKMeans method), [1] (aub_htp.machine_learning.regressor.AlphaStableLinearRegressor method), [1]

set_score_request() (aub_htp.AlphaStableKMeans method), [1] (aub_htp.AlphaStableLinearRegressor method), [1] (aub_htp.machine_learning.AlphaStableKMeans method), [1], [2], [3] (aub_htp.machine_learning.AlphaStableLinearRegressor method), [1], [2], [3] (aub_htp.machine_learning.kmeans.AlphaStableKMeans method), [1] (aub_htp.machine_learning.regressor.AlphaStableLinearRegressor method), [1] shape_ (aub_htp.AlphaStablePCA attribute), [1] (aub_htp.machine_learning.AlphaStablePCA attribute), [1] skorohod_formula_1() (in module aub_htp.pdf.skorohod) skorohod_formula_2() (in module aub_htp.pdf.skorohod) skorohod_formula_2_bk() (in module aub_htp.pdf.skorohod) skorohod_formula_3() (in module aub_htp.pdf.skorohod) skorohod_formula_3_an() (in module aub_htp.pdf.skorohod) skorohod_formula_4() (in module aub_htp.pdf.skorohod) skorohod_formula_4_A() (in module aub_htp.pdf.skorohod) skorohod_formula_4_B() (in module aub_htp.pdf.skorohod) skorohod_formula_4_Lambda() (in module aub_htp.pdf.skorohod) skorohod_formula_5() (in module aub_htp.pdf.skorohod) skorohod_formula_6() (in module aub_htp.pdf.skorohod) skorohod_formula_6_A_prime() (in module aub_htp.pdf.skorohod) skorohod_formula_6_B_prime() (in module aub_htp.pdf.skorohod) skorohod_formula_6_lambda_prime() (in module aub_htp.pdf.skorohod)

T

theta0_stable() (in module aub_htp.pdf.zolotarev) transform() (aub_htp.AlphaStablePCA method), [1] (aub_htp.machine_learning.AlphaStablePCA method), [1]

transform_to_C_parametrization() (in module aub_htp.pdf.zolotarev)

U

UnivariateSampler (class in aub_htp), [1] (class in aub_htp.random), [1], [2], [3], [4] (class in aub_htp.random.spectral_measure_sampler)

update_cluster_centers() (in module aub_htp.machine_learning.kmeans)

W

with_parametrization() (aub_htp.alpha_stable_gen method), [1], [2]