Imputation on PhysioNet Natural (80%) + Additional Missing 2012
0.049MSET1
Evaluation results
| Method | Links | ||
|---|---|---|---|
| T1Additional Missing Ratio=0.1 (Total: 82%)2026.02 | 0.049 | 0.067 | |
| T1Additional Missing Ratio=0.3 (Total: 86%)2026.02 | 0.064 | 0.077 | |
| T1Additional Missing Ratio=Avg2026.02 | 0.075 | 0.086 | |
| DLinearAdditional Missing Ratio=0.1 (Total: 82%)2026.02 | 0.075 | 0.1 | |
| ImputeFormerAdditional Missing Ratio=0.1 (Total: 82%)2026.02 | 0.078 | 0.067 | |
| T1Additional Missing Ratio=0.5 (Total: 90%)2026.02 | 0.081 | 0.09 | |
| TimesNetAdditional Missing Ratio=0.1 (Total: 82%)2026.02 | 0.082 | 0.103 | |
| SAITSAdditional Missing Ratio=0.3 (Total: 86%)2026.02 | 0.088 | 0.078 | |
| SAITSAdditional Missing Ratio=0.1 (Total: 82%)2026.02 | 0.089 | 0.07 | |
| ImputeFormerAdditional Missing Ratio=0.3 (Total: 86%)2026.02 | 0.09 | 0.075 | |
| TimeMixer++Additional Missing Ratio=0.1 (Total: 82%)2026.02 | 0.091 | 0.107 | |
| ModernTCNAdditional Missing Ratio=0.1 (Total: 82%)2026.02 | 0.092 | 0.118 | |
| DLinearAdditional Missing Ratio=0.3 (Total: 86%)2026.02 | 0.093 | 0.108 | |
| TimesNetAdditional Missing Ratio=0.3 (Total: 86%)2026.02 | 0.096 | 0.108 | |
| DLinearAdditional Missing Ratio=Avg2026.02 | 0.097 | 0.113 | |
| TimesNetAdditional Missing Ratio=Avg2026.02 | 0.098 | 0.114 | |
| PatchTSTAdditional Missing Ratio=0.1 (Total: 82%)2026.02 | 0.099 | 0.116 | |
| TimesNetAdditional Missing Ratio=0.5 (Total: 90%)2026.02 | 0.101 | 0.116 | |
| ModernTCNAdditional Missing Ratio=0.3 (Total: 86%)2026.02 | 0.103 | 0.121 | |
| SAITSAdditional Missing Ratio=Avg2026.02 | 0.103 | 0.086 | |
| DLinearAdditional Missing Ratio=0.5 (Total: 90%)2026.02 | 0.104 | 0.117 | |
| T1Additional Missing Ratio=0.7 (Total: 94%)2026.02 | 0.106 | 0.11 | |
| PatchTSTAdditional Missing Ratio=0.3 (Total: 86%)2026.02 | 0.106 | 0.12 | |
| ModernTCNAdditional Missing Ratio=Avg2026.02 | 0.107 | 0.125 | |
| iTransformerAdditional Missing Ratio=0.1 (Total: 82%)2026.02 | 0.107 | 0.128 | |
| SAITSAdditional Missing Ratio=0.5 (Total: 90%)2026.02 | 0.107 | 0.089 | |
| ImputeFormerAdditional Missing Ratio=Avg2026.02 | 0.108 | 0.087 | |
| ModernTCNAdditional Missing Ratio=0.5 (Total: 90%)2026.02 | 0.11 | 0.126 | |
| PatchTSTAdditional Missing Ratio=Avg2026.02 | 0.11 | 0.123 | |
| PatchTSTAdditional Missing Ratio=0.5 (Total: 90%)2026.02 | 0.113 | 0.125 | |
| TimesNetAdditional Missing Ratio=0.7 (Total: 94%)2026.02 | 0.114 | 0.127 | |
| ImputeFormerAdditional Missing Ratio=0.5 (Total: 90%)2026.02 | 0.114 | 0.091 | |
| DLinearAdditional Missing Ratio=0.7 (Total: 94%)2026.02 | 0.118 | 0.127 | |
| iTransformerAdditional Missing Ratio=Avg2026.02 | 0.119 | 0.131 | |
| iTransformerAdditional Missing Ratio=0.5 (Total: 90%)2026.02 | 0.12 | 0.131 | |
| iTransformerAdditional Missing Ratio=0.3 (Total: 86%)2026.02 | 0.122 | 0.129 | |
| ModernTCNAdditional Missing Ratio=0.7 (Total: 94%)2026.02 | 0.124 | 0.134 | |
| PatchTSTAdditional Missing Ratio=0.7 (Total: 94%)2026.02 | 0.124 | 0.132 | |
| iTransformerAdditional Missing Ratio=0.7 (Total: 94%)2026.02 | 0.129 | 0.135 | |
| SAITSAdditional Missing Ratio=0.7 (Total: 94%)2026.02 | 0.129 | 0.106 | |
| TimeMixer++Additional Missing Ratio=0.5 (Total: 90%)2026.02 | 0.13 | 0.117 | |
| ImputeFormerAdditional Missing Ratio=0.7 (Total: 94%)2026.02 | 0.151 | 0.114 | |
| TimeMixer++Additional Missing Ratio=Avg2026.02 | 0.207 | 0.115 | |
| TimeMixer++Additional Missing Ratio=0.7 (Total: 94%)2026.02 | 0.236 | 0.126 | |
| TimeMixer++Additional Missing Ratio=0.3 (Total: 86%)2026.02 | 0.372 | 0.111 |