Spatiotemporal Inference on Matérn-1/2 simulated 2D grid 1.0 (N=576)
0.005MSEDeepRV-gMLP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DeepRV-gMLPESS(l)/sec=8.14 ± 1.15, Infer Time (s)=332 ± 95.52, Averaged across lengthscales (10, 30, 50)=true2025.03 | 0.005 | 0.21 | |
| INLAInfer Time (s)=4 ± 0.06, Averaged across lengthscales (10, 30, 50)=true2025.03 | 0.333 | 11.74 | |
| DeepRV-MLPESS(l)/sec=14.34 ± 1.71, Infer Time (s)=188 ± 8.05, Averaged across lengthscales (10, 30, 50)=true2025.03 | 2.373 | 9.36 | |
| Inducing PtsESS(l)/sec=11.70 ± 5.65, Infer Time (s)=316 ± 64.61, Averaged across lengthscales (10, 30, 50)=true2025.03 | 5.011 | 5.4 | |
| RFFESS(l)/sec=0.00 ± 0.00, Infer Time (s)=373 ± 36.30, Averaged across lengthscales (10, 30, 50)=true2025.03 | 9.79 | 13.81 | |
| PriorCVAEESS(l)/sec=13.97 ± 3.31, Infer Time (s)=171 ± 8.58, Averaged across lengthscales (10, 30, 50)=true2025.03 | 13.47 | 25.62 |