| { | |
| "generator": "F5_GP_Matern", | |
| "family": "F5: Gaussian Process", | |
| "process": "GP with Matern-3/2 kernel", | |
| "params": { | |
| "length_scale": 0.3, | |
| "nu": 1.5, | |
| "variance": 1.0 | |
| }, | |
| "oracle_method": "Kriging closed-form posterior", | |
| "description": "GP with once-differentiable sample paths (nu=1.5). More realistic than RBF for physical processes.", | |
| "L_star_type": "analytic", | |
| "data_config": { | |
| "context_length": 192, | |
| "horizon": 96, | |
| "total_length": 288, | |
| "n_channels": 1, | |
| "n_train": 10000, | |
| "n_test": 500, | |
| "seed_train": 42, | |
| "seed_test": 9999 | |
| }, | |
| "statistics": { | |
| "train": { | |
| "n_samples": 10000, | |
| "length": 288, | |
| "n_channels": 1, | |
| "mean": 0.0050898633078428806, | |
| "std": 0.9984140215711862, | |
| "min": -5.166886133556839, | |
| "max": 4.395280240889112 | |
| }, | |
| "test": { | |
| "n_samples": 500, | |
| "length": 288, | |
| "n_channels": 1, | |
| "mean": 0.026336263169737983, | |
| "std": 0.983687702868142, | |
| "min": -4.042134325900991, | |
| "max": 3.79917490933677 | |
| } | |
| } | |
| } |