Imputation

20 benchmarks1237 papers

Substituting missing data with values according to some criteria.

Benchmarks

Imputation on Beijing Multi-Site Air-Quality Dataset

MAE (PM2.5)

Imputation on MuJoCo

MSE (10^2, 50% missing)

Imputation on Basketball Players Movement

Path LengthOOB Rate (10^−3) Step Change (10^−3)Path DifferencePlayer Distance

Imputation on PEMS-SF

L2 Loss (10^-4)

Imputation on PhysioNet Challenge 2012

MAE (10% of data as GT)mse (10^-3)AUROC

Imputation on UCI localization data

MAE (10% missing)

Imputation on KDD CUP Challenge 2018

MSE (10% missing)

Imputation on Electricity

MAE (100 steps, 10% data missing)

Imputation on HMNIST

AUROCMSENLL

Imputation on METR-LA

1 step MAE

Imputation on Sprites

MSE

Imputation on Adult

Test error