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ResearchFormerly WizWand

Time Series Imputation on Electricity (test)

0.038MSET1
0.027440.098720.170.24128Nov 7, 2024Feb 16, 2025May 28, 2025Sep 7, 2025Dec 17, 2025Mar 28, 2026Jul 8, 2026
Updated 4mo ago

Evaluation results

MethodLinks
T1missing_pattern=5% point + 0.15% block missing2026.020.0380.118
RLinear + ALER-TIMissing rate (r)=0.125, Baseline type=General-purpose2026.070.051—
Peri-midFormer2024.110.060.16
ImputeFormermissing_pattern=5% point + 0.15% block missing2026.020.0610.152
PatchTST2024.110.0720.183
iTransformermissing_pattern=5% point + 0.15% block missing2026.020.080.19
TimeMixer++missing_pattern=5% point + 0.15% block missing2026.020.0880.18
GPT4TS2024.110.090.207
PatchTSTmissing_pattern=5% point + 0.15% block missing2026.020.090.208
TimesNet2024.110.0920.21
TimesNetmissing_pattern=5% point + 0.15% block missing2026.020.0990.212
Non-stationary Transformer2024.110.10.218
Autoformer2024.110.1010.225
BRITSmissing_pattern=5% point + 0.15% block missing2026.020.1170.244
FEDformer2024.110.130.259
LightTS2024.110.1310.262
DLinear2024.110.1320.26
CSDImissing_pattern=5% point + 0.15% block missing2026.020.1330.22
SAITSmissing_pattern=5% point + 0.15% block missing2026.020.1350.262
ModernTCNmissing_pattern=5% point + 0.15% block missing2026.020.1460.283
ETSformer2024.110.2140.339
Pyraformer2024.110.2970.382
DLinearmissing_pattern=5% point + 0.15% block missing2026.020.3020.444