| { | |
| "model_type": "GradientBoostingClassifier", | |
| "framework": "scikit-learn", | |
| "features": [ | |
| "degree", | |
| "degree_centrality", | |
| "closeness_centrality", | |
| "lat", | |
| "lon" | |
| ], | |
| "label_map": { | |
| "0": "Peripheral", | |
| "1": "Intermediate", | |
| "2": "Hub" | |
| }, | |
| "metrics": { | |
| "f1_macro_test": 0.59, | |
| "accuracy_test": 0.68, | |
| "f1_macro_cv": 0.426 | |
| }, | |
| "training": { | |
| "n_estimators": 200, | |
| "max_depth": 5, | |
| "min_samples_leaf": 10, | |
| "class_balancing": "sample_weight_balanced", | |
| "test_size": 0.2 | |
| }, | |
| "feature_importance": { | |
| "lat": 0.2793, | |
| "lon": 0.2604, | |
| "closeness_centrality": 0.2566, | |
| "degree": 0.1061, | |
| "degree_centrality": 0.0976 | |
| } | |
| } |