ImputeTS

Reported on 6 benchmarks across 2 tasks

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Time Series3 results

ImputationonUCI localization data
MAE (10% missing)
0.363
best: 0.219 (BRITS)
ImputationonPhysioNet Challenge 2012
MAE (10% of data as GT)
0.39
best: 0.186 (SAITS)
ImputationonBeijing Multi-Site Air-Quality Dataset
MAE (PM2.5)
19.58
best: 10.51 (GRIN)

Methodology3 results

Feature EngineeringonUCI localization data
MAE (10% missing)
0.363
best: 0.219 (BRITS)
Feature EngineeringonPhysioNet Challenge 2012
MAE (10% of data as GT)
0.39
best: 0.186 (SAITS)
Feature EngineeringonBeijing Multi-Site Air-Quality Dataset
MAE (PM2.5)
19.58
best: 10.51 (GRIN)