Data Imputation on powerplant MNAR (test) benchmark leaderboard · SOTA2 Research

Data Imputation on powerplant MNAR (test)

0.3036Wasserstein DistanceMissForest

Evaluation Results

Method	Links
MissForest2026.07		0.3036
Proposal2026.07		0.3476
KNN2026.07		0.3849
MICE2026.07		0.3956
PCA2026.07		0.4201
MissForest2026.07		0.4243
Proposal2026.07		0.4712
MissForest2026.07		0.5143
KNN2026.07		0.5222
Proposal2026.07		0.5466
MICE2026.07		0.5492
Mean2026.07		0.5506
Proposal2026.07		0.562
GAIN2026.07		0.5825
Proposal2026.07		0.5936
MissForest2026.07		0.5991
KNN2026.07		0.6206
Proposal2026.07		0.6355
Proposal2026.07		0.6405
Proposal2026.07		0.6438
Proposal2026.07		0.6514
MICE2026.07		0.6626
GAIN2026.07		0.7012
KNN2026.07		0.7031
MissForest2026.07		0.7113
GAIN2026.07		0.7317
Mean2026.07		0.7338
PCA2026.07		0.735
MICE2026.07		0.7587
KNN2026.07		0.7762
MissForest2026.07		0.7939
MissForest2026.07		0.7972
GAIN2026.07		0.8338
GAIN2026.07		0.8411
MICE2026.07		0.8418
Mean2026.07		0.8564
PCA2026.07		0.8568
KNN2026.07		0.8575
MICE2026.07		0.9233
GAIN2026.07		0.9378
KNN2026.07		0.9483
Mean2026.07		0.9512
PCA2026.07		0.9516
GAIN2026.07		0.9695
MICE2026.07		1.0055
Mean2026.07		1.0249
PCA2026.07		1.0249
KNN2026.07		1.0653
MissForest2026.07		1.0889
PCA2026.07		1.0904
Mean2026.07		1.0905
MICE2026.07		1.1013
GAIN2026.07		1.1205
Mean2026.07		1.1509
PCA2026.07		1.151
GAIN2026.07		1.188
MissForest2026.07		1.2013
KNN2026.07		1.217
Mean2026.07		1.2175
PCA2026.07		1.2176
MICE2026.07		1.2295
Mean2026.07		1.2937
PCA2026.07		1.2937