{ "Deep MLP (512-256-128-64)": { "accuracy": 0.8849, "precision": 0.841, "recall": 0.879, "f1": 0.8596, "roc_auc": 0.9537, "fold_aucs": [ 0.9582, 0.9557, 0.9508, 0.9492, 0.9571 ], "train_time_sec": 81.4, "type": "deep_learning", "model_path": "models\\model_dl_deep_mlp_512_256_128_64.pkl" }, "1D-CNN": { "accuracy": 0.7665, "precision": 0.6987, "recall": 0.7339, "f1": 0.7159, "roc_auc": 0.8442, "fold_aucs": [ 0.8583, 0.8645, 0.8589, 0.8394, 0.8502 ], "train_time_sec": 125.0, "type": "deep_learning", "model_path": "models\\model_dl_1d_cnn.pkl" }, "Residual MLP (3 blocks)": { "accuracy": 0.8756, "precision": 0.833, "recall": 0.8626, "f1": 0.8476, "roc_auc": 0.9453, "fold_aucs": [ 0.9523, 0.9491, 0.9473, 0.9407, 0.9531 ], "train_time_sec": 128.7, "type": "deep_learning", "model_path": "models\\model_dl_residual_mlp_3_blocks.pkl" }, "Attention MLP": { "accuracy": 0.8628, "precision": 0.8267, "recall": 0.8319, "f1": 0.8293, "roc_auc": 0.9356, "fold_aucs": [ 0.9318, 0.9461, 0.9379, 0.932, 0.9316 ], "train_time_sec": 149.6, "type": "deep_learning", "model_path": "models\\model_dl_attention_mlp.pkl" } }