Index

A

ALL_BACKENDS (in module himalaya.backend)

B

BANDED_RIDGE_SOLVERS (in module himalaya.ridge)

BandedRidgeCV (in module himalaya.ridge) bar() (in module himalaya.progress_bar)

C

ColumnKernelizer (class in himalaya.kernel_ridge) ColumnTransformerNoStack (class in himalaya.ridge) compute_lipschitz_constants() (in module himalaya.utils)

correlation_score() (in module himalaya.scoring) correlation_score_split() (in module himalaya.scoring) cosine_similarity_kernel() (in module himalaya.kernel_ridge)

G

generate_dirichlet_samples() (in module himalaya.kernel_ridge) generate_multikernel_dataset() (in module himalaya.utils)

get_backend() (in module himalaya.backend) GROUP_RIDGE_SOLVERS (in module himalaya.ridge) GroupRidgeCV (class in himalaya.ridge)

K

KERNEL_RIDGE_SOLVERS (in module himalaya.kernel_ridge) KernelCenterer (class in himalaya.kernel_ridge)

Kernelizer (class in himalaya.kernel_ridge) KernelRidge (class in himalaya.kernel_ridge) KernelRidgeCV (class in himalaya.kernel_ridge)

L

l2_neg_loss() (in module himalaya.scoring)

linear_kernel() (in module himalaya.kernel_ridge)

M

make_column_kernelizer() (in module himalaya.kernel_ridge) make_column_transformer_no_stack() (in module himalaya.ridge)

MULTIPLE_KERNEL_RIDGE_SOLVERS (in module himalaya.kernel_ridge) MultipleKernelRidgeCV (class in himalaya.kernel_ridge)

P

PAIRWISE_KERNEL_FUNCTIONS (in module himalaya.kernel_ridge) plot_alphas_diagnostic() (in module himalaya.viz) polynomial_kernel() (in module himalaya.kernel_ridge) predict_and_score_weighted_kernel_ridge() (in module himalaya.kernel_ridge)

predict_weighted_kernel_ridge() (in module himalaya.kernel_ridge) primal_weights_kernel_ridge() (in module himalaya.kernel_ridge) primal_weights_weighted_kernel_ridge() (in module himalaya.kernel_ridge) ProgressBar (class in himalaya.progress_bar)

R

r2_score() (in module himalaya.scoring) r2_score_split() (in module himalaya.scoring) r2_score_split_svd() (in module himalaya.scoring)

rbf_kernel() (in module himalaya.kernel_ridge) Ridge (class in himalaya.ridge) RIDGE_SOLVERS (in module himalaya.ridge) RidgeCV (class in himalaya.ridge)

S

set_backend() (in module himalaya.backend) sigmoid_kernel() (in module himalaya.kernel_ridge) solve_banded_ridge_random_search() (in module himalaya.ridge) solve_group_ridge_random_search() (in module himalaya.ridge) solve_kernel_ridge_conjugate_gradient() (in module himalaya.kernel_ridge) solve_kernel_ridge_cv_eigenvalues() (in module himalaya.kernel_ridge) solve_kernel_ridge_eigenvalues() (in module himalaya.kernel_ridge) solve_kernel_ridge_gradient_descent() (in module himalaya.kernel_ridge) solve_multiple_kernel_ridge_hyper_gradient() (in module himalaya.kernel_ridge)

solve_multiple_kernel_ridge_random_search() (in module himalaya.kernel_ridge) solve_ridge_cv_svd() (in module himalaya.ridge) solve_ridge_svd() (in module himalaya.ridge) solve_sparse_group_lasso() (in module himalaya.lasso) solve_sparse_group_lasso_cv() (in module himalaya.lasso) solve_weighted_kernel_ridge_conjugate_gradient() (in module himalaya.kernel_ridge) solve_weighted_kernel_ridge_gradient_descent() (in module himalaya.kernel_ridge) solve_weighted_kernel_ridge_neumann_series() (in module himalaya.kernel_ridge) SparseGroupLassoCV (class in himalaya.lasso)

W

WEIGHTED_KERNEL_RIDGE_SOLVERS (in module himalaya.kernel_ridge)

WeightedKernelRidge (class in himalaya.kernel_ridge)