ML_AI_training/LR_FS.json

{"model_name": "GradientBoostingClassifier(n_estimators=10, random_state=42, subsample=0.7)", "model_refit_param": "mcc", "Best_model_params": {"clf__learning_rate": 0.1, "clf__max_depth": 3, "clf__n_estimators": 10, "clf__subsample": 0.7}, "n_all_features": 13, "fs_method": "RFECV(cv=RepeatedStratifiedKFold(n_repeats=3, n_splits=10, random_state=42),\n      estimator=LogisticRegression(random_state=42),\n      scoring='matthews_corrcoef')", "fs_res_array": "[False, False, False, False, True, False, False, True, False, False, False, False, True]", "fs_res_array_rank": [3, 5, 8, 2, 1, 10, 7, 1, 6, 4, 9, 11, 1], "all_feature_names": ["ligand_distance", "ligand_affinity_change", "duet_stability_change", "ddg_foldx", "deepddg", "ddg_dynamut2", "contacts", "rsa", "kd_values", "rd_values", "consurf_score", "snap2_score", "maf"], "n_sel_features": 2, "sel_features_names": ["ddg_foldx", "rd_values"], "bts_fscore": 0.7, "bts_precision": 0.56, "bts_recall": 0.93, "bts_accuracy": 0.61, "bts_roc_auc": 0.61, "bts_jaccard": 0.54, "train_score (MCC)": 0.23, "bts_mcc": 0.28, "train_bts_diff": -0.05}