Time Series Imputation on Weather (MSE improvement (%))
27.78MSE Improvement (%)ALER-TI
Evaluation Results
| Method | Links | |
|---|---|---|
| ALER-TIMissing rate (r)=0.5, Baseline=PatchTST, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 27.78 | |
| ALER-TIMissing rate (r)=0.25, Baseline=PatchTST, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 23.91 | |
| ALER-TIMissing rate (r)=0.375, Baseline=DLinear, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 23.64 | |
| ALER-TIMissing rate (r)=0.5, Baseline=RLinear, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 22.58 | |
| ALER-TIMissing rate (r)=0.375, Baseline=RLinear, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 22.22 | |
| ALER-TIMissing rate (r)=0.5, Baseline=DLinear, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 21.88 | |
| ALER-TIMissing rate (r)=0.25, Baseline=DLinear, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 19.15 | |
| ALER-TIMissing rate (r)=0.25, Baseline=RLinear, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 19.15 | |
| ALER-TIMissing rate (r)=0.125, Baseline=Autoformer, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 18.75 | |
| ALER-TIMissing rate (r)=0.25, Baseline=Autoformer, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 16.22 | |
| ALER-TIMissing rate (r)=0.5, Baseline=Autoformer, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 16 | |
| ALER-TIMissing rate (r)=0.125, Baseline=DLinear, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 15.79 | |
| ALER-TIMissing rate (r)=0.125, Baseline=RLinear, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 15.79 | |
| ALER-TIMissing rate (r)=0.375, Baseline=PatchTST, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 15.38 | |
| ALER-TIMissing rate (r)=0.125, Baseline=Helix, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.07 | 14.81 | |
| ALER-TIMissing rate (r)=0.125, Baseline=PatchTST, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 14.71 | |
| ALER-TIMissing rate (r)=0.125, Baseline=Glocal-IB, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.07 | 13.29 | |
| ALER-TIMissing rate (r)=0.375, Baseline=Autoformer, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 12.12 | |
| ALER-TIMissing rate (r)=0.375, Baseline=Helix, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.07 | 11.76 | |
| ALER-TIMissing rate (r)=0.375, Baseline=SAITS, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.07 | 11.11 | |
| ALER-TIMissing rate (r)=0.125, Baseline=Crossformer, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 10.53 | |
| ALER-TIMissing rate (r)=0.5, Baseline=Helix, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.07 | 10.53 | |
| ALER-TIMissing rate (r)=0.125, Baseline=ModernTCN, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 10.34 | |
| ALER-TIMissing rate (r)=0.25, Baseline=SAITS, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.07 | 10.34 | |
| ALER-TIMissing rate (r)=0.5, Baseline=Crossformer, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 9.09 | |
| ALER-TIMissing rate (r)=0.5, Baseline=SAITS, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.07 | 8.33 | |
| ALER-TIMissing rate (r)=0.5, Baseline=Glocal-IB, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.07 | 7.24 | |
| ALER-TIMissing rate (r)=0.375, Baseline=Crossformer, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 7.14 | |
| ALER-TIMissing rate (r)=0.375, Baseline=Glocal-IB, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.07 | 6.96 | |
| ALER-TIMissing rate (r)=0.125, Baseline=SAITS, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.07 | 6.9 | |
| ALER-TIMissing rate (r)=0.25, Baseline=Helix, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.07 | 6.45 | |
| ALER-TIMissing rate (r)=0.25, Baseline=Glocal-IB, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.07 | 6.08 | |
| ALER-TIMissing rate (r)=0.25, Baseline=Crossformer, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 5.26 | |
| ALER-TIMissing rate (r)=0.5, Baseline=TimesNet, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 3.8 | |
| ALER-TIMissing rate (r)=0.375, Baseline=TimesNet, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 3.6 | |
| ALER-TIMissing rate (r)=0.25, Baseline=ModernTCN, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 3.33 | |
| ALER-TIMissing rate (r)=0.25, Baseline=TimesNet, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 3.2 | |
| ALER-TIMissing rate (r)=0.375, Baseline=ModernTCN, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 3.03 | |
| ALER-TIMissing rate (r)=0.125, Baseline=TimesNet, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 2.7 | |
| ALER-TIMissing rate (r)=0.5, Baseline=ModernTCN, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.07 | 0 |