rumboost

• rumboost package
  • Submodules
  • rumboost.constant_parameter module
    • Constant
      • Constant.name
      • Constant.value
      • Constant.boost()
    • compute_grad_hess()
  • rumboost.datasets module
    • load_preprocess_Airplane()
    • load_preprocess_LPMC()
    • load_preprocess_MTMC()
    • load_preprocess_MTMC_all()
    • load_preprocess_Netherlands()
    • load_preprocess_Optima()
    • load_preprocess_Parking()
    • load_preprocess_SwissMetro()
    • load_preprocess_Telephone()
    • load_preprocess_Vaccines()
    • prepare_dataset()
    • stratified_group_k_fold()
  • rumboost.linear_trees module
    • LinearTree
      • LinearTree.add_valid()
      • LinearTree.build_lightgbm_style_histogram()
      • LinearTree.dump_model()
      • LinearTree.eval_train()
      • LinearTree.eval_valid()
      • LinearTree.feature_importance()
      • LinearTree.free_dataset()
      • LinearTree.model_from_string()
      • LinearTree.model_to_string()
      • LinearTree.predict()
      • LinearTree.rollback_one_iter()
      • LinearTree.set_train_data_name()
      • LinearTree.update()
      • LinearTree.update_bounds()
  • rumboost.metrics module
    • accuracy()
    • binary_cross_entropy()
    • coral_eval()
    • cross_entropy()
    • mse()
    • safe_softplus()
    • weighted_binary_cross_entropy()
  • rumboost.models module
    • Airplane()
    • LPMC()
    • LPMC_nested()
    • LPMC_nested_normalised()
    • LPMC_normalised()
    • MTMC_lausanne_CNL()
    • MTMC_lausanne_MNL()
    • Netherlands()
    • Optima()
    • Parking()
    • SwissMetro()
    • SwissMetro_MNL()
    • SwissMetro_nested()
    • SwissMetro_normalised()
    • Telephone()
    • Vaccines()
  • rumboost.nested_cross_nested module
    • cross_nested_probs()
    • nest_probs()
    • optimise_mu_or_alpha()
  • rumboost.ordinal module
    • diff_to_threshold()
    • optimise_thresholds_coral()
    • optimise_thresholds_proportional_odds()
    • threshold_preds()
    • threshold_to_diff()
  • rumboost.post_process module
    • assist_model_spec()
    • bootstrap()
    • estimate_dcm_with_assisted_spec()
    • predict_with_assisted_spec()
    • split_fe_model()
  • rumboost.rumboost module
    • CVRUMBoost
      • CVRUMBoost.rum_boosters
      • CVRUMBoost.best_iteration
    • RUMBoost
      • RUMBoost.boosters
      • RUMBoost.valid_sets
      • RUMBoost.f_obj()
      • RUMBoost.f_obj_binary()
      • RUMBoost.f_obj_coral()
      • RUMBoost.f_obj_cross_nested()
      • RUMBoost.f_obj_full_hessian()
      • RUMBoost.f_obj_mse()
      • RUMBoost.f_obj_nest()
      • RUMBoost.f_obj_proportional_odds()
      • RUMBoost.model_from_string()
      • RUMBoost.model_to_string()
      • RUMBoost.multiply_grad_hess_by_data()
      • RUMBoost.predict()
      • RUMBoost.save_model()
    • rum_cv()
    • rum_train()
  • rumboost.torch_functions module
    • binary_cross_entropy_torch()
    • binary_cross_entropy_torch_compiled()
    • compile_decorator()
    • coral_eval_torch()
    • coral_eval_torch_compiled()
    • cross_entropy_torch()
    • cross_entropy_torch_compiled()
    • mse_torch()
    • mse_torch_compiled()
  • rumboost.utility_plotting module
    • compute_VoT()
    • create_name()
    • function_2d()
    • get_asc()
    • get_child()
    • get_weights()
    • lintree_to_weights()
    • non_lin_function()
    • plot_2d()
    • plot_VoT()
    • plot_bootstrap()
    • plot_ind_spec_constant()
    • plot_market_segm()
    • plot_parameters()
    • plot_pop_VoT()
    • plot_spline()
    • plot_util()
    • weights_to_plot_v2()
  • rumboost.utility_smoothing module
    • LinearExtrapolatorWrapper
      • LinearExtrapolatorWrapper.pchip_linear_extrapolator()
    • edge_mutant_stable()
    • find_best_spline()
    • independent_smoothing()
    • independent_utility_collection()
    • mean_monotone_spline()
    • monotone_spline()
    • optimal_knots_position()
    • optimise_single_spline()
    • optimise_splines()
    • smooth_predict()
    • updated_utility_collection()
  • rumboost.utils module
    • bio_to_rumboost()
    • data_leaf_value()
    • get_mean_pos()
    • get_mid_pos()
    • get_pair()
    • map_x_knots()
    • optimise_asc()
    • process_parent()
    • sort_dict()
  • Module contents
    • RUMBoost
      • RUMBoost.boosters
      • RUMBoost.valid_sets
      • RUMBoost.f_obj()
      • RUMBoost.f_obj_binary()
      • RUMBoost.f_obj_coral()
      • RUMBoost.f_obj_cross_nested()
      • RUMBoost.f_obj_full_hessian()
      • RUMBoost.f_obj_mse()
      • RUMBoost.f_obj_nest()
      • RUMBoost.f_obj_proportional_odds()
      • RUMBoost.model_from_string()
      • RUMBoost.model_to_string()
      • RUMBoost.multiply_grad_hess_by_data()
      • RUMBoost.predict()
      • RUMBoost.save_model()
    • rum_train()