Index

A

accuracy() (in module src.rumboost.metrics) add_hyperparameters() (in module src.utils)

add_simulated_choices() (in module src.synthetic_experiment) assist_model_spec() (in module src.rumboost.post_process)

B

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

bootstrap() (in module src.rumboost.post_process) build_dataloader() (src.models_wrapper.DNN method) (src.models_wrapper.GBDT method) (src.models_wrapper.MixedEffect method) (src.models_wrapper.RUMBoost method) (src.models_wrapper.TasteNet method) build_lgb_dataset() (in module src.utils)

C

compile_decorator() (in module src.rumboost.torch_functions) compute_metrics() (in module src.utils) compute_prob() (in module src.synthetic_experiment) compute_VoT() (in module src.rumboost.utility_plotting) coral_eval() (in module src.rumboost.metrics) coral_eval_torch() (in module src.rumboost.torch_functions) coral_eval_torch_compiled() (in module src.rumboost.torch_functions) Coral_layer (class in src.tastenet.models)

create_dataset() (in module src.synthetic_experiment) create_functional_effects() (in module src.synthetic_experiment) create_name() (in module src.rumboost.utility_plotting) cross_entropy() (in module src.rumboost.metrics) (in module src.utils) cross_entropy_torch() (in module src.rumboost.torch_functions) cross_entropy_torch_compiled() (in module src.rumboost.torch_functions) cross_nested_probs() (in module src.rumboost.nested_cross_nested) CVRUMBoost (class in src.rumboost.rumboost)

D

data_leaf_value() (in module src.rumboost.utils) define_and_return_biogeme() (in module src.statistical_models.mixed_effects)

define_betas() (in module src.statistical_models.mixed_effects) diff_to_threshold() (in module src.rumboost.ordinal) DNN (class in src.models_wrapper)

E

estimate_dcm_with_assisted_spec() (in module src.rumboost.post_process)

F

f_obj() (src.rumboost.RUMBoost method) (src.rumboost.rumboost.RUMBoost method) f_obj_binary() (src.rumboost.RUMBoost method) (src.rumboost.rumboost.RUMBoost method) f_obj_coral() (src.rumboost.RUMBoost method) (src.rumboost.rumboost.RUMBoost method) f_obj_cross_nested() (src.rumboost.RUMBoost method) (src.rumboost.rumboost.RUMBoost method) f_obj_full_hessian() (src.rumboost.RUMBoost method) (src.rumboost.rumboost.RUMBoost method) f_obj_mse() (src.rumboost.RUMBoost method) (src.rumboost.rumboost.RUMBoost method) f_obj_nest() (src.rumboost.RUMBoost method) (src.rumboost.rumboost.RUMBoost method)

f_obj_proportional_odds() (src.rumboost.RUMBoost method) (src.rumboost.rumboost.RUMBoost method) fit() (src.models_wrapper.DNN method) (src.models_wrapper.GBDT method) (src.models_wrapper.MixedEffect method) (src.models_wrapper.RUMBoost method) (src.models_wrapper.TasteNet method) forward() (src.tastenet.models.Coral_layer method) (src.tastenet.models.MNL_layer method) (src.tastenet.models.TasteNet method) (src.tastenet.models.TasteParams method) (src.tastenet.models.Utility method) function_2d() (in module src.rumboost.utility_plotting)

G

gather_functional_intercepts() (in module src.synthetic_experiment) GBDT (class in src.models_wrapper) generate_general_params() (in module src.utils) generate_labels() (in module src.synthetic_experiment) generate_noise() (in module src.synthetic_experiment) generate_ordinal_spec() (in module src.utils) generate_rum_structure() (in module src.utils) generate_x() (in module src.synthetic_experiment)

get_act() (in module src.tastenet.models) get_asc() (in module src.rumboost.utility_plotting) get_child() (in module src.rumboost.utility_plotting) get_individual_parameters() (src.models_wrapper.MixedEffect method) get_mean_pos() (in module src.rumboost.utils) get_mid_pos() (in module src.rumboost.utils) get_pair() (in module src.rumboost.utils) get_weights() (in module src.rumboost.utility_plotting)

H

hyperparameter_search() (in module src.synthetic_experiment)

L

l1_distance() (in module src.synthetic_experiment) l1_norm() (src.tastenet.models.TasteNet method) l2_norm() (src.tastenet.models.TasteNet method) linear_extrapolator_wrapper() (in module src.rumboost.utility_smoothing) load_model() (src.models_wrapper.DNN method) (src.models_wrapper.GBDT method) (src.models_wrapper.MixedEffect method) (src.models_wrapper.RUMBoost method) (src.models_wrapper.TasteNet method) load_preprocess_Airplane() (in module src.rumboost.datasets)

load_preprocess_LPMC() (in module src.rumboost.datasets) load_preprocess_MTMC() (in module src.rumboost.datasets) load_preprocess_MTMC_all() (in module src.rumboost.datasets) load_preprocess_Netherlands() (in module src.rumboost.datasets) load_preprocess_Optima() (in module src.rumboost.datasets) load_preprocess_Parking() (in module src.rumboost.datasets) load_preprocess_SwissMetro() (in module src.rumboost.datasets) load_preprocess_Telephone() (in module src.rumboost.datasets) load_preprocess_Vaccines() (in module src.rumboost.datasets) lpmc_monotonic_constraints() (src.tastenet.models.TasteNet method)

M

main() (in module src.hyperparameter_search) (in module src.main) map_x_knots() (in module src.rumboost.utils) mean_monotone_spline() (in module src.rumboost.utility_smoothing) MixedEffect (class in src.models_wrapper) MNL_layer (class in src.tastenet.models) model_from_string() (src.rumboost.RUMBoost method) (src.rumboost.rumboost.RUMBoost method) model_to_string() (src.rumboost.RUMBoost method) (src.rumboost.rumboost.RUMBoost method) module src src.constants src.helper src.hyperparameter_search src.main src.models_wrapper src.parser src.plotter src.rumboost src.rumboost.datasets src.rumboost.metrics src.rumboost.nested_cross_nested src.rumboost.ordinal src.rumboost.post_process src.rumboost.rumboost src.rumboost.torch_functions src.rumboost.utility_plotting src.rumboost.utility_smoothing src.rumboost.utils src.split_save_dataset src.statistical_models src.statistical_models.mixed_effects src.synthetic_experiment src.tastenet src.tastenet.data_utils src.tastenet.models src.train src.utils

monotone_spline() (in module src.rumboost.utility_smoothing) monotonic_constraints() (src.tastenet.models.TasteNet method) mse() (in module src.rumboost.metrics) mse_torch() (in module src.rumboost.torch_functions) mse_torch_compiled() (in module src.rumboost.torch_functions) multiply_grad_hess_by_data() (src.rumboost.RUMBoost method) (src.rumboost.rumboost.RUMBoost method)

N

nest_probs() (in module src.rumboost.nested_cross_nested)

non_lin_function() (in module src.rumboost.utility_plotting)

O

objective() (in module src.hyperparameter_search) optimal_knots_position() (in module src.rumboost.utility_smoothing) optimise_asc() (in module src.rumboost.utils)

optimise_mu_or_alpha() (in module src.rumboost.nested_cross_nested) optimise_splines() (in module src.rumboost.utility_smoothing) optimise_thresholds_coral() (in module src.rumboost.ordinal) optimise_thresholds_proportional_odds() (in module src.rumboost.ordinal)

P

parse_cmdline_args() (in module src.parser) pkl_to_df() (in module src.utils) plot_2d() (in module src.rumboost.utility_plotting) plot_alt_spec_features() (in module src.plotter) (in module src.synthetic_experiment) plot_bootstrap() (in module src.rumboost.utility_plotting) plot_ind_spec_constant() (in module src.plotter) (in module src.rumboost.utility_plotting) (in module src.synthetic_experiment) plot_market_segm() (in module src.rumboost.utility_plotting) plot_parameters() (in module src.rumboost.utility_plotting) plot_pop_VoT() (in module src.rumboost.utility_plotting)

plot_spline() (in module src.rumboost.utility_plotting) plot_util() (in module src.rumboost.utility_plotting) plot_VoT() (in module src.rumboost.utility_plotting) predict() (src.models_wrapper.DNN method) (src.models_wrapper.GBDT method) (src.models_wrapper.MixedEffect method) (src.models_wrapper.RUMBoost method) (src.models_wrapper.TasteNet method) (src.rumboost.RUMBoost method) (src.rumboost.rumboost.RUMBoost method) predict_with_assisted_spec() (in module src.rumboost.post_process) prepare_dataset() (in module src.rumboost.datasets) process_parent() (in module src.rumboost.utils)

R

rum_boosters (src.rumboost.rumboost.CVRUMBoost attribute) rum_cv() (in module src.rumboost.rumboost) rum_train() (in module src.rumboost) (in module src.rumboost.rumboost)

RUMBoost (class in src.models_wrapper) (class in src.rumboost) (class in src.rumboost.rumboost) run_experiment() (in module src.synthetic_experiment)

S

safe_softplus() (in module src.rumboost.metrics) save_model() (src.models_wrapper.DNN method) (src.models_wrapper.GBDT method) (src.models_wrapper.MixedEffect method) (src.models_wrapper.RUMBoost method) (src.models_wrapper.TasteNet method) (src.rumboost.RUMBoost method) (src.rumboost.rumboost.RUMBoost method) set_all_seeds() (in module src.helper) smooth_predict() (in module src.rumboost.utility_smoothing) sort_dict() (in module src.rumboost.utils) split_dataset() (in module src.utils) split_fe_model() (in module src.rumboost.post_process) split_save_dataset() (in module src.split_save_dataset) src module src.constants module src.helper module src.hyperparameter_search module src.main module src.models_wrapper module src.parser module src.plotter module src.rumboost module src.rumboost.datasets module src.rumboost.metrics module

src.rumboost.nested_cross_nested module src.rumboost.ordinal module src.rumboost.post_process module src.rumboost.rumboost module src.rumboost.torch_functions module src.rumboost.utility_plotting module src.rumboost.utility_smoothing module src.rumboost.utils module src.split_save_dataset module src.statistical_models module src.statistical_models.mixed_effects module src.synthetic_experiment module src.tastenet module src.tastenet.data_utils module src.tastenet.models module src.train module src.utils module stratified_group_k_fold() (in module src.rumboost.datasets) (in module src.utils) synthetic_monotonic_constraints() (src.tastenet.models.TasteNet method)

T

TasteNet (class in src.models_wrapper) (class in src.tastenet.models) TasteNetDataset (class in src.tastenet.data_utils)

TasteParams (class in src.tastenet.models) threshold_preds() (in module src.rumboost.ordinal) threshold_to_diff() (in module src.rumboost.ordinal) train() (in module src.train)

U

updated_utility_collection() (in module src.rumboost.utility_smoothing)

Utility (class in src.tastenet.models) utility_function() (in module src.synthetic_experiment)

V

valid_sets (src.rumboost.RUMBoost attribute) (src.rumboost.rumboost.RUMBoost attribute)

W

weighted_binary_cross_entropy() (in module src.rumboost.metrics)

weights_to_plot_v2() (in module src.rumboost.utility_plotting)