| { | |
| "model": "Multi-Layer Perceptron (Full)", | |
| "sklearn_pipeline_steps": [ | |
| "StandardScaler", | |
| "MLPClassifier" | |
| ], | |
| "hyperparameters": { | |
| "alpha": 0.001, | |
| "hidden_layer_sizes": [ | |
| 64, | |
| 32 | |
| ], | |
| "max_iter": 3000, | |
| "early_stopping": true | |
| }, | |
| "trained_on_n_samples": 8000, | |
| "input_features": [ | |
| "tau1", | |
| "tau2", | |
| "tau3", | |
| "tau4", | |
| "p1", | |
| "p2", | |
| "p3", | |
| "p4", | |
| "g1", | |
| "g2", | |
| "g3", | |
| "g4" | |
| ], | |
| "label": "1 = unstable, 0 = stable (derived from sign of the dataset's 'stab' column)", | |
| "held_out_test_metrics": { | |
| "accuracy": 0.96, | |
| "precision": 0.9693877551020408, | |
| "recall": 0.9678683385579937, | |
| "f1": 0.9686274509803922 | |
| }, | |
| "training_dataset": "UCI Electrical Grid Stability Simulated Data (Arzamasov, 2018), CC BY 4.0", | |
| "random_seed": 42 | |
| } |