Unpaired time-series imputation on ETTh2
0.048MSEHiSNOT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HiSNOTMissing ratios=0.5 and 0.72026.02 | 0.048 | 0.144 | |
| PWS-IMissing ratios=0.5 and 0.72026.02 | 0.053 | 0.155 | |
| CSDIMissing ratios=0.5 and 0.72026.02 | 0.107 | 0.271 | |
| iTransformerMissing ratios=0.5 and 0.72026.02 | 0.125 | 0.237 | |
| DLinearMissing ratios=0.5 and 0.72026.02 | 0.138 | 0.262 | |
| PatchTSTMissing ratios=0.5 and 0.72026.02 | 0.144 | 0.272 | |
| TimesNetMissing ratios=0.5 and 0.72026.02 | 0.147 | 0.278 | |
| FreTSMissing ratios=0.5 and 0.72026.02 | 0.159 | 0.278 | |
| SCINetMissing ratios=0.5 and 0.72026.02 | 0.172 | 0.288 | |
| SAITSMissing ratios=0.5 and 0.72026.02 | 0.236 | 0.303 | |
| TransformerMissing ratios=0.5 and 0.72026.02 | 0.282 | 0.383 | |
| SinkhornMissing ratios=0.5 and 0.72026.02 | 0.877 | 0.644 | |
| TDMMissing ratios=0.5 and 0.72026.02 | 0.998 | 0.745 |