Nonlinear System Modeling on 1D Nonlinear System (test)
1.07Test RMSEVar. GP-SSM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Var. GP-SSMinference procedure=SVI, dataset size (T)=10^42014.06 | 1.07 | -1.47 | 4.12 | 0.14 | |
| PMCMC GP-SSMdataset size (T)=5002014.06 | 1.12 | -1.57 | 547 | 421 | |
| Variational GP-SSMdataset size (T)=5002014.06 | 1.15 | -1.61 | 2.14 | 0.14 | |
| GP-NARXdataset size (T)=5002014.06 | 1.46 | -1.9 | 0.22 | 3.85 | |
| GP-NARX + FITCdataset size (T)=500, approximation=FITC2014.06 | 1.47 | -1.9 | 0.17 | 0.23 | |
| Linear (N4SID)dataset size (T)=5002014.06 | 2.35 | -2.3 | 0.01 | 0.11 |