Spatiotemporal Inference on Matérn-1/2 simulated 2D grid 1.0 (N=2304)
0.013MSEDeepRV-gMLP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DeepRV-gMLPESS(l)/sec=3.26 ± 0.67, Infer Time (s)=778 ± 242.11, Averaged across lengthscales (10, 30, 50)=true2025.03 | 0.013 | 0.44 | |
| INLAInfer Time (s)=38 ± 1.53, Averaged across lengthscales (10, 30, 50)=true2025.03 | 0.261 | 12.9 | |
| DeepRV-MLPESS(l)/sec=2.32 ± 0.32, Infer Time (s)=394 ± 23.93, Averaged across lengthscales (10, 30, 50)=true2025.03 | 3.714 | 12.2 | |
| Inducing PtsESS(l)/sec=3.97 ± 1.54, Infer Time (s)=862 ± 195.73, Averaged across lengthscales (10, 30, 50)=true2025.03 | 8.678 | 7.16 | |
| PriorCVAEESS(l)/sec=8.20 ± 2.85, Infer Time (s)=334 ± 60.64, Averaged across lengthscales (10, 30, 50)=true2025.03 | 9.877 | 27.33 | |
| RFFESS(l)/sec=0.02 ± 0.01, Infer Time (s)=1,653 ± 501.73, Averaged across lengthscales (10, 30, 50)=true2025.03 | 11.296 | 15.09 |