GP regression on Kernel Cookbook 1.0 (test)
0MSEOracle
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OracleTrue Kernel=SM (Q = 4), Context points=1002026.01 | 0 | — | |
| OracleTrue Kernel=SM (Q = 2), Context points=1002026.01 | 0 | — | |
| OracleTrue Kernel=RBF, Context points=1002026.01 | 0 | — | |
| PFNTrue Kernel=RBF, Context points=1002026.01 | 0.0001 | 0.002 | |
| OracleTrue Kernel=SM (Q = 1), Context points=1002026.01 | 0.0001 | — | |
| PFNTrue Kernel=SM (Q = 1), Context points=1002026.01 | 0.0002 | 0.002 | |
| PFNTrue Kernel=SM (Q = 2), Context points=1002026.01 | 0.0002 | 0.003 | |
| PFNTrue Kernel=SM (Q = 4), Context points=1002026.01 | 0.0002 | 0.002 | |
| DKLTrue Kernel=RBF, Context points=1002026.01 | 0.0003 | 2.08 | |
| Single-Realization DecoderTrue Kernel=SM (Q = 2), Context points=1002026.01 | 0.0006 | 0.004 | |
| Single-Realization DecoderTrue Kernel=SM (Q = 1), Context points=1002026.01 | 0.001 | 0.004 | |
| OracleTrue Kernel=Periodic, Context points=1002026.01 | 0.002 | — | |
| Single-Realization DecoderTrue Kernel=RBF, Context points=1002026.01 | 0.0025 | 0.004 | |
| Single-Realization DecoderTrue Kernel=SM (Q = 4), Context points=1002026.01 | 0.0025 | 0.005 | |
| OracleTrue Kernel=RBF × Periodic, Context points=1002026.01 | 0.0035 | — | |
| RFFTrue Kernel=RBF, Context points=1002026.01 | 0.0043 | 1.49 | |
| PFNTrue Kernel=RBF + Periodic, Context points=1002026.01 | 0.0073 | 0.002 | |
| PFNTrue Kernel=RBF × Periodic, Context points=1002026.01 | 0.0087 | 0.002 | |
| OracleTrue Kernel=RBF + Periodic, Context points=1002026.01 | 0.0091 | — | |
| PFNTrue Kernel=Periodic, Context points=1002026.01 | 0.0101 | 0.002 | |
| DKLTrue Kernel=RBF + Periodic, Context points=1002026.01 | 0.0176 | 2.09 | |
| Single-Realization DecoderTrue Kernel=RBF + Periodic, Context points=1002026.01 | 0.018 | 0.005 | |
| Single-Realization DecoderTrue Kernel=RBF × Periodic, Context points=1002026.01 | 0.0211 | 0.006 | |
| DKLTrue Kernel=SM (Q = 4), Context points=1002026.01 | 0.027 | 2.14 | |
| Single-Realization DecoderTrue Kernel=Periodic, Context points=1002026.01 | 0.0278 | 0.005 | |
| DKLTrue Kernel=RBF × Periodic, Context points=1002026.01 | 0.0279 | 2.06 | |
| DKLTrue Kernel=SM (Q = 2), Context points=1002026.01 | 0.0287 | 2.09 | |
| RFFTrue Kernel=RBF + Periodic, Context points=1002026.01 | 0.0378 | 1.49 | |
| DKLTrue Kernel=Periodic, Context points=1002026.01 | 0.038 | 2.17 | |
| RFFTrue Kernel=RBF × Periodic, Context points=1002026.01 | 0.0458 | 1.48 | |
| DKLTrue Kernel=SM (Q = 1), Context points=1002026.01 | 0.0505 | 2.14 | |
| RFFTrue Kernel=Periodic, Context points=1002026.01 | 0.0551 | 1.43 | |
| RFFTrue Kernel=SM (Q = 4), Context points=1002026.01 | 0.0572 | 1.64 | |
| RFFTrue Kernel=SM (Q = 2), Context points=1002026.01 | 0.0651 | 1.44 | |
| RFFTrue Kernel=SM (Q = 1), Context points=1002026.01 | 0.0976 | 1.47 |