├── .gitignore ├── README.md ├── benchmarks ├── README.md ├── analysis_ex1_hyperparameters.ipynb ├── analysis_ex1_hyperparameters_best.ipynb ├── analysis_ex2_n_experts.ipynb ├── analysis_ex3_initialization_methods.ipynb ├── analysis_ex4a_feature_selection_intersections.ipynb ├── analysis_ex4b_feature_selection_performances.ipynb ├── benchmark_ex1_best_hyperparameters.py ├── benchmark_ex2_n_experts.ipynb ├── benchmark_ex3_initialization_methods.ipynb ├── benchmark_ex4a_intersections_feature_selection.ipynb ├── benchmark_ex4b_feature_selection_performances.ipynb ├── benchmark_ex5_time_and_info.ipynb ├── dataframes │ ├── ex1_df_runs_with_hyperparameters_per_dataset_2D_e3_d2.pd │ ├── ex1_df_runs_with_hyperparameters_per_dataset_FG_e3_d2.pd │ ├── ex1_df_top10_hyperparameters_per_dataset_2D_e3_d2.pd │ ├── ex1_df_top10_hyperparameters_per_dataset_FG_e3_d2.pd │ ├── ex2_df_n_experts.pd │ ├── ex3_df_initialization_methods.pd │ ├── ex4a_df_intersections_feature_selection.pd │ └── ex4b_df_selection_performances.pd ├── optuna_databases │ ├── optuna_ex1_parameter_tuning_2D_e3_d2.sqlite3 │ └── optuna_ex1_parameter_tuning_FG_e3_d2.sqlite3 ├── optuna_ex1_hyperparameters_per_dataset.py └── plots │ ├── init_methods_None_BGM_init_datasets1.pdf │ ├── init_methods_None_BGM_init_datasets2.pdf │ ├── init_methods_None_KDTmeans_init_datasets1.pdf │ ├── init_methods_None_KDTmeans_init_datasets2.pdf │ ├── init_methods_None_Kmeans_init_datasets1.pdf │ ├── init_methods_None_Kmeans_init_datasets1_large.pdf │ ├── init_methods_None_Kmeans_init_datasets2.pdf │ ├── init_methods_feature_importance_lda_BGM_init_datasets1.pdf │ ├── init_methods_feature_importance_lda_BGM_init_datasets2.pdf │ ├── init_methods_feature_importance_lda_KDTmeans_init_datasets1.pdf │ ├── init_methods_feature_importance_lda_KDTmeans_init_datasets2.pdf │ ├── init_methods_feature_importance_lda_Kmeans_init_datasets1.pdf │ ├── init_methods_feature_importance_lda_Kmeans_init_datasets1_large.pdf │ ├── init_methods_feature_importance_lda_Kmeans_init_datasets2.pdf │ ├── n_experts_None_1_datasets1.pdf │ ├── n_experts_None_1_datasets2.pdf │ ├── n_experts_None_2_datasets1.pdf │ ├── n_experts_None_2_datasets2.pdf │ ├── n_experts_None_2_generated.pdf │ ├── n_experts_None_2_generated2.pdf │ ├── n_experts_feature_importance_lda_1_datasets1.pdf │ ├── n_experts_feature_importance_lda_1_datasets2.pdf │ ├── n_experts_feature_importance_lda_2_datasets1.pdf │ ├── n_experts_feature_importance_lda_2_datasets2.pdf │ └── n_experts_feature_importance_lda_2_generated2.pdf ├── datasets ├── abalone_input.pd ├── abalone_target.pd ├── adult_input.pd ├── adult_target.pd ├── adult_test_input.np ├── adult_test_target.np ├── adult_train_input.np ├── adult_train_target.np ├── bank_input.pd ├── bank_target.pd ├── banknote_input.pd ├── banknote_target.pd ├── breast_cancer.pd ├── breast_cancer_input.np ├── breast_cancer_target.np ├── cars_input.pd ├── cars_target.pd ├── contraceptive2_input.pd ├── contraceptive2_target.pd ├── contraceptive_input.pd ├── contraceptive_target.pd ├── generated2_input.np ├── generated2_target.np ├── generated3_input.np ├── generated3_target.np ├── generated4_input.np ├── generated4_target.np ├── generated5_input.np ├── generated5_target.np ├── generated6_input.np ├── generated6_target.np ├── generated7_input.np ├── generated7_target.np ├── generated_input.np ├── generated_target.np ├── generation │ └── generate-dataset.ipynb ├── gym_input.np ├── gym_target.np ├── hrss_input.pd ├── hrss_target.pd ├── iris_input.pd ├── iris_target.pd ├── occupancy_input.pd ├── occupancy_target.pd ├── occupancy_test_input.pd ├── occupancy_test_target.pd ├── pdm2_input.pd ├── pdm2_target.pd ├── pdm6_input.pd ├── pdm6_target.pd ├── sensorless_input.pd ├── sensorless_target.pd ├── steel_input.pd ├── steel_target.pd ├── students_input.pd └── students_target.pd ├── examples ├── alternative_DT_algorithms.ipynb ├── case_study_generated.ipynb ├── case_study_steel_d2.ipynb ├── choose_custom_features_for_gate.ipynb ├── compare_initialization_methods.ipynb ├── observe_training.ipynb ├── output │ ├── accuracy.pdf │ ├── bic-accuracy-d2-2d.pdf │ ├── car_dataset_problem.pdf │ ├── cs_adult_bic-accuracy.pdf │ ├── cs_adult_gate.pdf │ ├── cs_bic-accuracy-d1-full.pdf │ ├── cs_bic-accuracy-d2-2d.pdf │ ├── cs_steel_d1_t0.svg │ ├── cs_steel_d1_t1.svg │ ├── cs_steel_d1_t2.svg │ ├── cs_steel_d1_t3.svg │ ├── cs_steel_d1_t4.svg │ ├── cs_steel_d1_t5.svg │ ├── cs_steel_d2_gate.jpg │ ├── cs_steel_d2_gate.pdf │ ├── cs_steel_d2_gate_non_jitter.pdf │ ├── cs_steel_d2_gate_rasterized.pdf │ ├── cs_steel_d2_t0.svg │ ├── cs_steel_d2_t0_nf.svg │ ├── cs_steel_d2_t0_s.svg │ ├── cs_steel_d2_t0_s_nf.svg │ ├── cs_steel_d2_t1.svg │ ├── cs_steel_d2_t1_nf.svg │ ├── cs_steel_d2_t1_s.svg │ ├── cs_steel_d2_t1_s_nf.svg │ ├── cs_steel_d2_t2.svg │ ├── cs_steel_d2_t2_nf.svg │ ├── cs_steel_d2_t2_s.svg │ ├── cs_steel_d2_t2_s_nf.svg │ ├── disjoint_data_e_0.pd │ ├── disjoint_data_e_1.pd │ ├── disjoint_data_e_2.pd │ ├── disjoint_data_e_3.pd │ ├── disjoint_data_e_4.pd │ ├── disjoint_data_e_5.pd │ ├── disjoint_data_e_6.pd │ ├── example2_dt.svg │ ├── example_decision_area.pdf │ ├── example_decision_area_large.pdf │ ├── example_decision_area_small.pdf │ ├── example_dt1.svg │ ├── example_dt2.svg │ ├── example_dt3.svg │ ├── example_gate1.gif │ ├── example_gate1.jpg │ ├── example_gate1.mp4 │ ├── example_gate1.pdf │ ├── example_gate1_small.mp4 │ ├── example_gate2.pdf │ ├── gate.pdf │ ├── generated6.pdf │ ├── h2o_tree_e_0.png │ ├── h2o_tree_e_0_steel.png │ ├── h2o_tree_e_1.png │ ├── h2o_tree_e_1_steel.png │ ├── h2o_tree_e_2_steel.png │ ├── h2o_tree_e_3_steel.png │ ├── hrss1.pdf │ ├── hrss2.pdf │ ├── initialization_BGM.pdf │ ├── initialization_Boosting.pdf │ ├── initialization_good_solution.pdf │ ├── initialization_kDTmeans.pdf │ ├── initialization_kmeans.pdf │ ├── initialization_random.pdf │ ├── loss.pdf │ ├── optimal_ai_adult1.html │ ├── optimal_ai_adult2.html │ ├── optimal_ai_rasterized.png │ ├── optimal_ai_steel.html │ ├── orange_expert_A.pdf │ ├── orange_expert_B.pdf │ ├── orange_steel3.pdf │ ├── orange_steel4.pdf │ ├── scikit-learn-DT.pdf │ ├── seaborn_pairs_plot_steel.png │ ├── steel-accuracy-development.pdf │ └── theta.pdf ├── temp │ ├── h2o_tree_e0.p │ ├── h2o_tree_e1.p │ ├── h2o_tree_e2.p │ ├── h2o_tree_e3.p │ ├── h2o_tree_e_0.gv │ ├── h2o_tree_e_1.gv │ ├── h2o_tree_e_2.gv │ ├── h2o_tree_e_3.gv │ ├── model_DT_e0_mojo.zip │ ├── model_DT_e1_mojo.zip │ ├── model_DT_e2_mojo.zip │ └── model_DT_e3_mojo.zip └── visualization_orange_datamining.ows ├── modt ├── __init__.py ├── _alternative_DTs.py ├── _initialization.py ├── modt.py ├── utility.py └── visualization.py ├── requirements_maximal.txt ├── requirements_minimal.txt ├── run_modt.py ├── temp ├── h2o_tree_e0.p ├── h2o_tree_e1.p ├── h2o_tree_e_0.gv ├── h2o_tree_e_0.png ├── h2o_tree_e_1.gv ├── h2o_tree_e_1.png ├── model_DT_e0_mojo.zip ├── model_DT_e1_mojo.zip └── optuna_optimization.sqlite3 └── 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