Time-series Imputation on Time-series Datasets Average (test)
0.017MSET1
Evaluation results
| Method | Links | ||
|---|---|---|---|
| T1Missing Ratio=0.1, Training Missing Ratio=0.42026.02 | 0.017 | 0.07 | |
| T1Missing Ratio=0.3, Training Missing Ratio=0.42026.02 | 0.021 | 0.077 | |
| T1Missing Ratio=0.5, Training Missing Ratio=0.42026.02 | 0.027 | 0.089 | |
| PatchTSTMissing Ratio=0.3, Training Missing Ratio=0.42026.02 | 0.038 | 0.113 | |
| PatchTSTMissing Ratio=0.1, Training Missing Ratio=0.42026.02 | 0.04 | 0.116 | |
| PSW-IMissing Ratio=0.1, Training Missing Ratio=0.42026.02 | 0.048 | 0.111 | |
| ModernTCNMissing Ratio=0.3, Training Missing Ratio=0.42026.02 | 0.048 | 0.132 | |
| PatchTSTMissing Ratio=0.5, Training Missing Ratio=0.42026.02 | 0.048 | 0.126 | |
| T1Missing Ratio=0.7, Training Missing Ratio=0.42026.02 | 0.049 | 0.121 | |
| TimeMixer++Missing Ratio=0.1, Training Missing Ratio=0.42026.02 | 0.055 | 0.129 | |
| TimeMixer++Missing Ratio=0.3, Training Missing Ratio=0.42026.02 | 0.056 | 0.129 | |
| iTransformerMissing Ratio=0.1, Training Missing Ratio=0.42026.02 | 0.057 | 0.141 | |
| PSW-IMissing Ratio=0.3, Training Missing Ratio=0.42026.02 | 0.058 | 0.122 | |
| ModernTCNMissing Ratio=0.5, Training Missing Ratio=0.42026.02 | 0.059 | 0.144 | |
| iTransformerMissing Ratio=0.3, Training Missing Ratio=0.42026.02 | 0.061 | 0.144 | |
| ModernTCNMissing Ratio=0.1, Training Missing Ratio=0.42026.02 | 0.063 | 0.153 | |
| DLinearMissing Ratio=0.3, Training Missing Ratio=0.42026.02 | 0.068 | 0.157 | |
| PSW-IMissing Ratio=0.5, Training Missing Ratio=0.42026.02 | 0.068 | 0.133 | |
| TimeMixer++Missing Ratio=0.5, Training Missing Ratio=0.42026.02 | 0.069 | 0.141 | |
| iTransformerMissing Ratio=0.5, Training Missing Ratio=0.42026.02 | 0.076 | 0.16 | |
| BRITSMissing Ratio=0.1, Training Missing Ratio=0.42026.02 | 0.08 | 0.165 | |
| DLinearMissing Ratio=0.5, Training Missing Ratio=0.42026.02 | 0.088 | 0.174 | |
| TimesNetMissing Ratio=0.1, Training Missing Ratio=0.42026.02 | 0.089 | 0.158 | |
| PatchTSTMissing Ratio=0.7, Training Missing Ratio=0.42026.02 | 0.092 | 0.176 | |
| PSW-IMissing Ratio=0.7, Training Missing Ratio=0.42026.02 | 0.093 | 0.157 | |
| TimesNetMissing Ratio=0.3, Training Missing Ratio=0.42026.02 | 0.095 | 0.157 | |
| ImputeFormerMissing Ratio=0.1, Training Missing Ratio=0.42026.02 | 0.098 | 0.15 | |
| SAITSMissing Ratio=0.1, Training Missing Ratio=0.42026.02 | 0.104 | 0.189 | |
| BRITSMissing Ratio=0.3, Training Missing Ratio=0.42026.02 | 0.109 | 0.2 | |
| TimesNetMissing Ratio=0.5, Training Missing Ratio=0.42026.02 | 0.113 | 0.172 | |
| TimeMixer++Missing Ratio=0.7, Training Missing Ratio=0.42026.02 | 0.118 | 0.184 | |
| ImputeFormerMissing Ratio=0.3, Training Missing Ratio=0.42026.02 | 0.122 | 0.168 | |
| SAITSMissing Ratio=0.3, Training Missing Ratio=0.42026.02 | 0.125 | 0.208 | |
| iTransformerMissing Ratio=0.7, Training Missing Ratio=0.42026.02 | 0.128 | 0.21 | |
| ModernTCNMissing Ratio=0.7, Training Missing Ratio=0.42026.02 | 0.135 | 0.22 | |
| DLinearMissing Ratio=0.1, Training Missing Ratio=0.42026.02 | 0.138 | 0.233 | |
| SAITSMissing Ratio=0.5, Training Missing Ratio=0.42026.02 | 0.167 | 0.24 | |
| BRITSMissing Ratio=0.5, Training Missing Ratio=0.42026.02 | 0.168 | 0.26 | |
| TimesNetMissing Ratio=0.7, Training Missing Ratio=0.42026.02 | 0.173 | 0.225 | |
| ImputeFormerMissing Ratio=0.5, Training Missing Ratio=0.42026.02 | 0.176 | 0.209 | |
| DLinearMissing Ratio=0.7, Training Missing Ratio=0.42026.02 | 0.198 | 0.27 | |
| SAITSMissing Ratio=0.7, Training Missing Ratio=0.42026.02 | 0.299 | 0.324 | |
| BRITSMissing Ratio=0.7, Training Missing Ratio=0.42026.02 | 0.336 | 0.384 | |
| ImputeFormerMissing Ratio=0.7, Training Missing Ratio=0.42026.02 | 0.384 | 0.335 | |
| CSDIMissing Ratio=0.7, Training Missing Ratio=0.42026.02 | 21.136 | 0.745 | |
| CSDIMissing Ratio=0.5, Training Missing Ratio=0.42026.02 | 40.385 | 0.991 | |
| CSDIMissing Ratio=0.3, Training Missing Ratio=0.42026.02 | 75.365 | 1.286 | |
| CSDIMissing Ratio=0.1, Training Missing Ratio=0.42026.02 | 124.217 | 1.452 |