Index

A

AdaGradClassifier (class in pyrfm.linear_model) AdaGradRegressor (class in pyrfm.linear_model) AdamClassifier (class in pyrfm.linear_model) AdamRegressor (class in pyrfm.linear_model) AdditiveChi2Sampler (class in pyrfm.random_feature) all_subsets() (in module pyrfm.kernels)

anova() (in module pyrfm.kernels) anova_fast() (in module pyrfm.kernels) averaged_grad_coef_ (pyrfm.linear_model.SAGAClassifier.self attribute) (pyrfm.linear_model.SAGARegressor.self attribute) averaged_grad_intercept_ (pyrfm.linear_model.SAGAClassifier.self attribute) (pyrfm.linear_model.SAGARegressor.self attribute)

C

chi_square() (in module pyrfm.kernels) coef_ (pyrfm.linear_model.AdaGradClassifier.self attribute) (pyrfm.linear_model.AdaGradRegressor.self attribute) (pyrfm.linear_model.AdamClassifier.self attribute) (pyrfm.linear_model.AdamRegressor.self attribute) (pyrfm.linear_model.DoublySGDClassifier.self attribute) (pyrfm.linear_model.DoublySGDRegressor.self attribute) (pyrfm.linear_model.SAGAClassifier.self attribute) (pyrfm.linear_model.SAGARegressor.self attribute) (pyrfm.linear_model.SDCAClassifier.self attribute) (pyrfm.linear_model.SDCARegressor.self attribute) (pyrfm.linear_model.SGDClassifier.self attribute) (pyrfm.linear_model.SGDRegressor.self attribute) (pyrfm.linear_model.SparseMBClassifier.self attribute) (pyrfm.linear_model.SparseMBRegressor.self attribute)

coef_average_ (pyrfm.linear_model.SGDClassifier.self attribute) (pyrfm.linear_model.SGDRegressor.self attribute) CompactRandomFeature (class in pyrfm.random_feature) CountSketch (class in pyrfm.random_feature)

D

decision_function() (pyrfm.linear_model.AdaGradClassifier method) (pyrfm.linear_model.AdamClassifier method) (pyrfm.linear_model.DoublySGDClassifier method) (pyrfm.linear_model.SAGAClassifier method) (pyrfm.linear_model.SDCAClassifier method) (pyrfm.linear_model.SGDClassifier method) (pyrfm.linear_model.SparseMBClassifier method)

divergence_ (pyrfm.random_feature.LearningKernelwithRandomFeature attribute) dloss_ (pyrfm.linear_model.SAGAClassifier.self attribute) (pyrfm.linear_model.SAGARegressor.self attribute) DoublySGDClassifier (class in pyrfm.linear_model) DoublySGDRegressor (class in pyrfm.linear_model) dual_coef_ (pyrfm.linear_model.SDCAClassifier.self attribute) (pyrfm.linear_model.SDCARegressor.self attribute)

F

FastFood (class in pyrfm.random_feature) fit() (pyrfm.linear_model.AdaGradClassifier method) (pyrfm.linear_model.AdaGradRegressor method) (pyrfm.linear_model.AdamClassifier method) (pyrfm.linear_model.AdamRegressor method) (pyrfm.linear_model.DoublySGDClassifier method) (pyrfm.linear_model.DoublySGDRegressor method) (pyrfm.linear_model.SAGAClassifier method) (pyrfm.linear_model.SAGARegressor method) (pyrfm.linear_model.SDCAClassifier method) (pyrfm.linear_model.SDCARegressor method) (pyrfm.linear_model.SGDClassifier method) (pyrfm.linear_model.SGDRegressor method) (pyrfm.linear_model.SparseMBClassifier method) (pyrfm.linear_model.SparseMBRegressor method) (pyrfm.random_feature.AdditiveChi2Sampler method) (pyrfm.random_feature.CompactRandomFeature method) (pyrfm.random_feature.CountSketch method) (pyrfm.random_feature.FastFood method) (pyrfm.random_feature.LearningKernelwithRandomFeature method) (pyrfm.random_feature.MB method) (pyrfm.random_feature.OrthogonalRandomFeature method) (pyrfm.random_feature.RandomFourier method) (pyrfm.random_feature.RandomKernel method) (pyrfm.random_feature.RandomMaclaurin method) (pyrfm.random_feature.RandomProjection method) (pyrfm.random_feature.SignedCirculantRandomKernel method) (pyrfm.random_feature.SignedCirculantRandomMatrix method) (pyrfm.random_feature.StructuredOrthogonalRandomFeature method) (pyrfm.random_feature.SubfeatureRandomKernel method) (pyrfm.random_feature.SubfeatureRandomMaclaurin method) (pyrfm.random_feature.SubsampledRandomHadamard method) (pyrfm.random_feature.TensorSketch method)

fit_transform() (pyrfm.random_feature.AdditiveChi2Sampler method) (pyrfm.random_feature.CompactRandomFeature method) (pyrfm.random_feature.CountSketch method) (pyrfm.random_feature.FastFood method) (pyrfm.random_feature.LearningKernelwithRandomFeature method) (pyrfm.random_feature.MB method) (pyrfm.random_feature.OrthogonalRandomFeature method) (pyrfm.random_feature.RandomFourier method) (pyrfm.random_feature.RandomKernel method) (pyrfm.random_feature.RandomMaclaurin method) (pyrfm.random_feature.RandomProjection method) (pyrfm.random_feature.SignedCirculantRandomKernel method) (pyrfm.random_feature.SignedCirculantRandomMatrix method) (pyrfm.random_feature.StructuredOrthogonalRandomFeature method) (pyrfm.random_feature.SubfeatureRandomKernel method) (pyrfm.random_feature.SubfeatureRandomMaclaurin method) (pyrfm.random_feature.SubsampledRandomHadamard method) (pyrfm.random_feature.TensorSketch method)

G

get_params() (pyrfm.linear_model.AdaGradClassifier method) (pyrfm.linear_model.AdaGradRegressor method) (pyrfm.linear_model.AdamClassifier method) (pyrfm.linear_model.AdamRegressor method) (pyrfm.linear_model.DoublySGDClassifier method) (pyrfm.linear_model.DoublySGDRegressor method) (pyrfm.linear_model.SAGAClassifier method) (pyrfm.linear_model.SAGARegressor method) (pyrfm.linear_model.SDCAClassifier method) (pyrfm.linear_model.SDCARegressor method) (pyrfm.linear_model.SGDClassifier method) (pyrfm.linear_model.SGDRegressor method) (pyrfm.linear_model.SparseMBClassifier method) (pyrfm.linear_model.SparseMBRegressor method) (pyrfm.random_feature.AdditiveChi2Sampler method) (pyrfm.random_feature.CompactRandomFeature method) (pyrfm.random_feature.CountSketch method) (pyrfm.random_feature.FastFood method) (pyrfm.random_feature.LearningKernelwithRandomFeature method) (pyrfm.random_feature.MB method) (pyrfm.random_feature.OrthogonalRandomFeature method) (pyrfm.random_feature.RandomFourier method) (pyrfm.random_feature.RandomKernel method) (pyrfm.random_feature.RandomMaclaurin method) (pyrfm.random_feature.RandomProjection method) (pyrfm.random_feature.SignedCirculantRandomKernel method) (pyrfm.random_feature.SignedCirculantRandomMatrix method) (pyrfm.random_feature.StructuredOrthogonalRandomFeature method) (pyrfm.random_feature.SubfeatureRandomKernel method) (pyrfm.random_feature.SubfeatureRandomMaclaurin method) (pyrfm.random_feature.SubsampledRandomHadamard method) (pyrfm.random_feature.TensorSketch method)

H

hash_indices_ (pyrfm.random_feature.CountSketch attribute) (pyrfm.random_feature.TensorSketch attribute)

hash_signs_ (pyrfm.random_feature.CountSketch attribute) (pyrfm.random_feature.TensorSketch attribute) hellinger() (in module pyrfm.kernels)

I

importance_weights_ (pyrfm.random_feature.LearningKernelwithRandomFeature attribute) intercept_ (pyrfm.linear_model.AdaGradClassifier.self attribute) (pyrfm.linear_model.AdaGradRegressor.self attribute) (pyrfm.linear_model.AdamClassifier.self attribute) (pyrfm.linear_model.AdamRegressor.self attribute) (pyrfm.linear_model.DoublySGDClassifier.self attribute) (pyrfm.linear_model.DoublySGDRegressor.self attribute) (pyrfm.linear_model.SAGAClassifier.self attribute) (pyrfm.linear_model.SAGARegressor.self attribute) (pyrfm.linear_model.SDCAClassifier.self attribute) (pyrfm.linear_model.SDCARegressor.self attribute) (pyrfm.linear_model.SGDClassifier.self attribute) (pyrfm.linear_model.SGDRegressor.self attribute) (pyrfm.linear_model.SparseMBClassifier.self attribute) (pyrfm.linear_model.SparseMBRegressor.self attribute)

intercept_average_ (pyrfm.linear_model.SGDClassifier.self attribute) (pyrfm.linear_model.SGDRegressor.self attribute) intersection() (in module pyrfm.kernels)

K

kernel_alignment() (in module pyrfm.kernels)

L

LEARNING_RATE (pyrfm.linear_model.DoublySGDClassifier attribute) (pyrfm.linear_model.DoublySGDRegressor attribute) (pyrfm.linear_model.SAGAClassifier attribute) (pyrfm.linear_model.SAGARegressor attribute) (pyrfm.linear_model.SGDClassifier attribute) (pyrfm.linear_model.SGDRegressor attribute) LearningKernelwithRandomFeature (class in pyrfm.random_feature) LOSSES (pyrfm.linear_model.AdaGradClassifier attribute) (pyrfm.linear_model.AdaGradRegressor attribute) (pyrfm.linear_model.AdamClassifier attribute) (pyrfm.linear_model.AdamRegressor attribute) (pyrfm.linear_model.DoublySGDClassifier attribute) (pyrfm.linear_model.DoublySGDRegressor attribute) (pyrfm.linear_model.SAGAClassifier attribute) (pyrfm.linear_model.SAGARegressor attribute) (pyrfm.linear_model.SDCAClassifier attribute) (pyrfm.linear_model.SDCARegressor attribute) (pyrfm.linear_model.SGDClassifier attribute) (pyrfm.linear_model.SGDRegressor attribute) (pyrfm.linear_model.SparseMBClassifier attribute) (pyrfm.linear_model.SparseMBRegressor attribute)

M

MB (class in pyrfm.random_feature)

O

or (pyrfm.random_feature.CompactRandomFeature attribute) (pyrfm.random_feature.OrthogonalRandomFeature attribute) (pyrfm.random_feature.StructuredOrthogonalRandomFeature attribute)

orders_ (pyrfm.random_feature.RandomMaclaurin attribute) (pyrfm.random_feature.SubfeatureRandomMaclaurin attribute) OrthogonalRandomFeature (class in pyrfm.random_feature)

P

pairwise() (in module pyrfm.kernels) predict() (pyrfm.linear_model.AdaGradClassifier method) (pyrfm.linear_model.AdaGradRegressor method) (pyrfm.linear_model.AdamClassifier method) (pyrfm.linear_model.AdamRegressor method) (pyrfm.linear_model.DoublySGDClassifier method) (pyrfm.linear_model.DoublySGDRegressor method) (pyrfm.linear_model.SAGAClassifier method) (pyrfm.linear_model.SAGARegressor method) (pyrfm.linear_model.SDCAClassifier method) (pyrfm.linear_model.SDCARegressor method) (pyrfm.linear_model.SGDClassifier method) (pyrfm.linear_model.SGDRegressor method) (pyrfm.linear_model.SparseMBClassifier method) (pyrfm.linear_model.SparseMBRegressor method)

predict_proba() (pyrfm.linear_model.AdaGradClassifier method) (pyrfm.linear_model.AdamClassifier method) (pyrfm.linear_model.DoublySGDClassifier method) (pyrfm.linear_model.SAGAClassifier method) (pyrfm.linear_model.SDCAClassifier method) (pyrfm.linear_model.SGDClassifier method) (pyrfm.linear_model.SparseMBClassifier method) pyrfm.kernels (module)

R

random_indices_rows_ (pyrfm.random_feature.SubsampledRandomHadamard attribute) random_offset_ (pyrfm.random_feature.FastFood attribute) (pyrfm.random_feature.OrthogonalRandomFeature attribute) (pyrfm.random_feature.RandomFourier attribute) (pyrfm.random_feature.SignedCirculantRandomMatrix attribute) (pyrfm.random_feature.StructuredOrthogonalRandomFeature attribute) random_perm_ (pyrfm.random_feature.FastFood attribute) random_scaling_ (pyrfm.random_feature.FastFood attribute) random_sign_ (pyrfm.random_feature.FastFood attribute) (pyrfm.random_feature.SignedCirculantRandomMatrix attribute) random_weights_ (pyrfm.random_feature.CompactRandomFeature attribute) (pyrfm.random_feature.CountSketch attribute) (pyrfm.random_feature.FastFood attribute) (pyrfm.random_feature.OrthogonalRandomFeature attribute) (pyrfm.random_feature.RandomFourier attribute) (pyrfm.random_feature.RandomKernel attribute) (pyrfm.random_feature.RandomMaclaurin attribute) (pyrfm.random_feature.RandomProjection attribute) (pyrfm.random_feature.SignedCirculantRandomMatrix attribute) (pyrfm.random_feature.StructuredOrthogonalRandomFeature attribute) (pyrfm.random_feature.SubfeatureRandomKernel attribute) (pyrfm.random_feature.SubfeatureRandomMaclaurin attribute) (pyrfm.random_feature.SubsampledRandomHadamard attribute) (pyrfm.random_feature.TensorSketch attribute)

RandomFourier (class in pyrfm.random_feature) RandomKernel (class in pyrfm.random_feature) RandomMaclaurin (class in pyrfm.random_feature) RandomProjection (class in pyrfm.random_feature) remove_bases() (pyrfm.random_feature.LearningKernelwithRandomFeature method)

S

SAGAClassifier (class in pyrfm.linear_model) SAGARegressor (class in pyrfm.linear_model) score() (pyrfm.linear_model.AdaGradClassifier method) (pyrfm.linear_model.AdaGradRegressor method) (pyrfm.linear_model.AdamClassifier method) (pyrfm.linear_model.AdamRegressor method) (pyrfm.linear_model.DoublySGDClassifier method) (pyrfm.linear_model.DoublySGDRegressor method) (pyrfm.linear_model.SAGAClassifier method) (pyrfm.linear_model.SAGARegressor method) (pyrfm.linear_model.SDCAClassifier method) (pyrfm.linear_model.SDCARegressor method) (pyrfm.linear_model.SGDClassifier method) (pyrfm.linear_model.SGDRegressor method) (pyrfm.linear_model.SparseMBClassifier method) (pyrfm.linear_model.SparseMBRegressor method) SDCAClassifier (class in pyrfm.linear_model) SDCARegressor (class in pyrfm.linear_model) set_params() (pyrfm.linear_model.AdaGradClassifier method) (pyrfm.linear_model.AdaGradRegressor method) (pyrfm.linear_model.AdamClassifier method) (pyrfm.linear_model.AdamRegressor method) (pyrfm.linear_model.DoublySGDClassifier method) (pyrfm.linear_model.DoublySGDRegressor method) (pyrfm.linear_model.SAGAClassifier method) (pyrfm.linear_model.SAGARegressor method) (pyrfm.linear_model.SDCAClassifier method) (pyrfm.linear_model.SDCARegressor method) (pyrfm.linear_model.SGDClassifier method) (pyrfm.linear_model.SGDRegressor method) (pyrfm.linear_model.SparseMBClassifier method) (pyrfm.linear_model.SparseMBRegressor method) (pyrfm.random_feature.AdditiveChi2Sampler method) (pyrfm.random_feature.CompactRandomFeature method) (pyrfm.random_feature.CountSketch method) (pyrfm.random_feature.FastFood method) (pyrfm.random_feature.LearningKernelwithRandomFeature method) (pyrfm.random_feature.MB method) (pyrfm.random_feature.OrthogonalRandomFeature method) (pyrfm.random_feature.RandomFourier method) (pyrfm.random_feature.RandomKernel method) (pyrfm.random_feature.RandomMaclaurin method) (pyrfm.random_feature.RandomProjection method) (pyrfm.random_feature.SignedCirculantRandomKernel method) (pyrfm.random_feature.SignedCirculantRandomMatrix method) (pyrfm.random_feature.StructuredOrthogonalRandomFeature method) (pyrfm.random_feature.SubfeatureRandomKernel method) (pyrfm.random_feature.SubfeatureRandomMaclaurin method) (pyrfm.random_feature.SubsampledRandomHadamard method) (pyrfm.random_feature.TensorSketch method)

SGDClassifier (class in pyrfm.linear_model) SGDRegressor (class in pyrfm.linear_model) SignedCirculantRandomKernel (class in pyrfm.random_feature) SignedCirculantRandomMatrix (class in pyrfm.random_feature) SparseMBClassifier (class in pyrfm.linear_model) SparseMBRegressor (class in pyrfm.linear_model) stochastic (pyrfm.linear_model.AdaGradClassifier attribute) (pyrfm.linear_model.AdaGradRegressor attribute) (pyrfm.linear_model.AdamClassifier attribute) (pyrfm.linear_model.AdamRegressor attribute) (pyrfm.linear_model.DoublySGDClassifier attribute) (pyrfm.linear_model.DoublySGDRegressor attribute) (pyrfm.linear_model.SAGAClassifier attribute) (pyrfm.linear_model.SAGARegressor attribute) (pyrfm.linear_model.SDCAClassifier attribute) (pyrfm.linear_model.SDCARegressor attribute) (pyrfm.linear_model.SGDClassifier attribute) (pyrfm.linear_model.SGDRegressor attribute) StructuredOrthogonalRandomFeature (class in pyrfm.random_feature) SubfeatureRandomKernel (class in pyrfm.random_feature) SubfeatureRandomMaclaurin (class in pyrfm.random_feature) SubsampledRandomHadamard (class in pyrfm.random_feature)

T

t_ (pyrfm.linear_model.AdaGradClassifier.self attribute) (pyrfm.linear_model.AdaGradRegressor.self attribute) (pyrfm.linear_model.AdamClassifier.self attribute) (pyrfm.linear_model.AdamRegressor.self attribute) (pyrfm.linear_model.DoublySGDClassifier.self attribute) (pyrfm.linear_model.DoublySGDRegressor.self attribute) (pyrfm.linear_model.SAGAClassifier.self attribute) (pyrfm.linear_model.SAGARegressor.self attribute) (pyrfm.linear_model.SDCAClassifier.self attribute) (pyrfm.linear_model.SDCARegressor.self attribute) (pyrfm.linear_model.SGDClassifier.self attribute) (pyrfm.linear_model.SGDRegressor.self attribute) TensorSketch (class in pyrfm.random_feature) transform() (pyrfm.random_feature.AdditiveChi2Sampler method) (pyrfm.random_feature.CompactRandomFeature method) (pyrfm.random_feature.CountSketch method) (pyrfm.random_feature.FastFood method) (pyrfm.random_feature.LearningKernelwithRandomFeature method) (pyrfm.random_feature.MB method) (pyrfm.random_feature.OrthogonalRandomFeature method) (pyrfm.random_feature.RandomFourier method) (pyrfm.random_feature.RandomKernel method) (pyrfm.random_feature.RandomMaclaurin method) (pyrfm.random_feature.RandomProjection method) (pyrfm.random_feature.SignedCirculantRandomKernel method) (pyrfm.random_feature.SignedCirculantRandomMatrix method) (pyrfm.random_feature.StructuredOrthogonalRandomFeature method) (pyrfm.random_feature.SubfeatureRandomKernel method) (pyrfm.random_feature.SubfeatureRandomMaclaurin method) (pyrfm.random_feature.SubsampledRandomHadamard method) (pyrfm.random_feature.TensorSketch method)

transformer (pyrfm.linear_model.SparseMBClassifier.self attribute) (pyrfm.linear_model.SparseMBRegressor.self attribute) transformer_ (pyrfm.random_feature.SignedCirculantRandomKernel attribute) transformer_doubly_ (pyrfm.linear_model.DoublySGDClassifier.self attribute) (pyrfm.linear_model.DoublySGDRegressor.self attribute)