Index

A

accuracy() (in module rumboost.metrics) add_valid() (rumboost.linear_trees.LinearTree method)

Airplane() (in module rumboost.models) assist_model_spec() (in module rumboost.post_process)

B

best_iteration (rumboost.rumboost.CVRUMBoost attribute) binary_cross_entropy() (in module rumboost.metrics) binary_cross_entropy_torch() (in module rumboost.torch_functions) binary_cross_entropy_torch_compiled() (in module rumboost.torch_functions) bio_to_rumboost() (in module rumboost.utils)

boost() (rumboost.constant_parameter.Constant method) boosters (rumboost.RUMBoost attribute) (rumboost.rumboost.RUMBoost attribute) bootstrap() (in module rumboost.post_process) build_lightgbm_style_histogram() (rumboost.linear_trees.LinearTree method)

C

compile_decorator() (in module rumboost.torch_functions) compute_grad_hess() (in module rumboost.constant_parameter) compute_VoT() (in module rumboost.utility_plotting) Constant (class in rumboost.constant_parameter) coral_eval() (in module rumboost.metrics) coral_eval_torch() (in module rumboost.torch_functions)

coral_eval_torch_compiled() (in module rumboost.torch_functions) create_name() (in module rumboost.utility_plotting) cross_entropy() (in module rumboost.metrics) cross_entropy_torch() (in module rumboost.torch_functions) cross_entropy_torch_compiled() (in module rumboost.torch_functions) cross_nested_probs() (in module rumboost.nested_cross_nested) CVRUMBoost (class in rumboost.rumboost)

D

data_leaf_value() (in module rumboost.utils)

diff_to_threshold() (in module rumboost.ordinal) dump_model() (rumboost.linear_trees.LinearTree method)

E

edge_mutant_stable() (in module rumboost.utility_smoothing) estimate_dcm_with_assisted_spec() (in module rumboost.post_process)

eval_train() (rumboost.linear_trees.LinearTree method) eval_valid() (rumboost.linear_trees.LinearTree method)

F

f_obj() (rumboost.RUMBoost method) (rumboost.rumboost.RUMBoost method) f_obj_binary() (rumboost.RUMBoost method) (rumboost.rumboost.RUMBoost method) f_obj_coral() (rumboost.RUMBoost method) (rumboost.rumboost.RUMBoost method) f_obj_cross_nested() (rumboost.RUMBoost method) (rumboost.rumboost.RUMBoost method) f_obj_full_hessian() (rumboost.RUMBoost method) (rumboost.rumboost.RUMBoost method)

f_obj_mse() (rumboost.RUMBoost method) (rumboost.rumboost.RUMBoost method) f_obj_nest() (rumboost.RUMBoost method) (rumboost.rumboost.RUMBoost method) f_obj_proportional_odds() (rumboost.RUMBoost method) (rumboost.rumboost.RUMBoost method) feature_importance() (rumboost.linear_trees.LinearTree method) find_best_spline() (in module rumboost.utility_smoothing) free_dataset() (rumboost.linear_trees.LinearTree method) function_2d() (in module rumboost.utility_plotting)

G

get_asc() (in module rumboost.utility_plotting) get_child() (in module rumboost.utility_plotting) get_mean_pos() (in module rumboost.utils)

get_mid_pos() (in module rumboost.utils) get_pair() (in module rumboost.utils) get_weights() (in module rumboost.utility_plotting)

I

independent_smoothing() (in module rumboost.utility_smoothing)

independent_utility_collection() (in module rumboost.utility_smoothing)

L

LinearExtrapolatorWrapper (class in rumboost.utility_smoothing) LinearTree (class in rumboost.linear_trees) lintree_to_weights() (in module rumboost.utility_plotting) load_preprocess_Airplane() (in module rumboost.datasets) load_preprocess_LPMC() (in module rumboost.datasets) load_preprocess_MTMC() (in module rumboost.datasets) load_preprocess_MTMC_all() (in module rumboost.datasets) load_preprocess_Netherlands() (in module rumboost.datasets)

load_preprocess_Optima() (in module rumboost.datasets) load_preprocess_Parking() (in module rumboost.datasets) load_preprocess_SwissMetro() (in module rumboost.datasets) load_preprocess_Telephone() (in module rumboost.datasets) load_preprocess_Vaccines() (in module rumboost.datasets) LPMC() (in module rumboost.models) LPMC_nested() (in module rumboost.models) LPMC_nested_normalised() (in module rumboost.models) LPMC_normalised() (in module rumboost.models)

M

map_x_knots() (in module rumboost.utils) mean_monotone_spline() (in module rumboost.utility_smoothing) model_from_string() (rumboost.linear_trees.LinearTree method) (rumboost.RUMBoost method) (rumboost.rumboost.RUMBoost method) model_to_string() (rumboost.linear_trees.LinearTree method) (rumboost.RUMBoost method) (rumboost.rumboost.RUMBoost method) module rumboost rumboost.constant_parameter rumboost.datasets rumboost.linear_trees rumboost.metrics rumboost.models rumboost.nested_cross_nested rumboost.ordinal rumboost.post_process rumboost.rumboost rumboost.torch_functions rumboost.utility_plotting rumboost.utility_smoothing rumboost.utils

monotone_spline() (in module rumboost.utility_smoothing) mse() (in module rumboost.metrics) mse_torch() (in module rumboost.torch_functions) mse_torch_compiled() (in module rumboost.torch_functions) MTMC_lausanne_CNL() (in module rumboost.models) MTMC_lausanne_MNL() (in module rumboost.models) multiply_grad_hess_by_data() (rumboost.RUMBoost method) (rumboost.rumboost.RUMBoost method)

N

name (rumboost.constant_parameter.Constant attribute) nest_probs() (in module rumboost.nested_cross_nested)

Netherlands() (in module rumboost.models) non_lin_function() (in module rumboost.utility_plotting)

O

Optima() (in module rumboost.models) optimal_knots_position() (in module rumboost.utility_smoothing) optimise_asc() (in module rumboost.utils) optimise_mu_or_alpha() (in module rumboost.nested_cross_nested)

optimise_single_spline() (in module rumboost.utility_smoothing) optimise_splines() (in module rumboost.utility_smoothing) optimise_thresholds_coral() (in module rumboost.ordinal) optimise_thresholds_proportional_odds() (in module rumboost.ordinal)

P

Parking() (in module rumboost.models) pchip_linear_extrapolator() (rumboost.utility_smoothing.LinearExtrapolatorWrapper method) plot_2d() (in module rumboost.utility_plotting) plot_bootstrap() (in module rumboost.utility_plotting) plot_ind_spec_constant() (in module rumboost.utility_plotting) plot_market_segm() (in module rumboost.utility_plotting) plot_parameters() (in module rumboost.utility_plotting) plot_pop_VoT() (in module rumboost.utility_plotting)

plot_spline() (in module rumboost.utility_plotting) plot_util() (in module rumboost.utility_plotting) plot_VoT() (in module rumboost.utility_plotting) predict() (rumboost.linear_trees.LinearTree method) (rumboost.RUMBoost method) (rumboost.rumboost.RUMBoost method) predict_with_assisted_spec() (in module rumboost.post_process) prepare_dataset() (in module rumboost.datasets) process_parent() (in module rumboost.utils)

R

rollback_one_iter() (rumboost.linear_trees.LinearTree method) rum_boosters (rumboost.rumboost.CVRUMBoost attribute) rum_cv() (in module rumboost.rumboost) rum_train() (in module rumboost) (in module rumboost.rumboost) rumboost module RUMBoost (class in rumboost) (class in rumboost.rumboost) rumboost.constant_parameter module rumboost.datasets module rumboost.linear_trees module rumboost.metrics module

rumboost.models module rumboost.nested_cross_nested module rumboost.ordinal module rumboost.post_process module rumboost.rumboost module rumboost.torch_functions module rumboost.utility_plotting module rumboost.utility_smoothing module rumboost.utils module

S

safe_softplus() (in module rumboost.metrics) save_model() (rumboost.RUMBoost method) (rumboost.rumboost.RUMBoost method) set_train_data_name() (rumboost.linear_trees.LinearTree method) smooth_predict() (in module rumboost.utility_smoothing) sort_dict() (in module rumboost.utils)

split_fe_model() (in module rumboost.post_process) stratified_group_k_fold() (in module rumboost.datasets) SwissMetro() (in module rumboost.models) SwissMetro_MNL() (in module rumboost.models) SwissMetro_nested() (in module rumboost.models) SwissMetro_normalised() (in module rumboost.models)

T

Telephone() (in module rumboost.models)

threshold_preds() (in module rumboost.ordinal) threshold_to_diff() (in module rumboost.ordinal)

U

update() (rumboost.linear_trees.LinearTree method)

update_bounds() (rumboost.linear_trees.LinearTree method) updated_utility_collection() (in module rumboost.utility_smoothing)

V

Vaccines() (in module rumboost.models) valid_sets (rumboost.RUMBoost attribute) (rumboost.rumboost.RUMBoost attribute)

value (rumboost.constant_parameter.Constant attribute)

W

weighted_binary_cross_entropy() (in module rumboost.metrics)

weights_to_plot_v2() (in module rumboost.utility_plotting)