Spatiotemporal Inference on Matérn-1/2 simulated 2D grid N=4096 1.0
0.005MSEDeepRV-gMLP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DeepRV-gMLPESS(l)/sec=2.74 ± 0.60, Infer Time (s)=939 ± 169.77, Averaged across lengthscales (10, 30, 50)=true2025.03 | 0.005 | 0.61 | |
| INLAInfer Time (s)=95 ± 1.88, Averaged across lengthscales (10, 30, 50)=true2025.03 | 0.57 | 16.19 | |
| DeepRV-MLPESS(l)/sec=0.84 ± 0.12, Infer Time (s)=974 ± 170.98, Averaged across lengthscales (10, 30, 50)=true2025.03 | 1.367 | 4.87 | |
| Inducing PtsESS(l)/sec=2.82 ± 0.94, Infer Time (s)=955 ± 177.34, Averaged across lengthscales (10, 30, 50)=true2025.03 | 2.158 | 5.61 | |
| RFFESS(l)/sec=0.01 ± 0.01, Infer Time (s)=3,848 ± 1,242.73, Averaged across lengthscales (10, 30, 50)=true2025.03 | 4.083 | 16.33 | |
| PriorCVAEESS(l)/sec=2.99 ± 1.46, Infer Time (s)=595 ± 111.21, Averaged across lengthscales (10, 30, 50)=true2025.03 | 47.949 | 23.4 |