Data Imputation on finance MCAR (Wasserstein Distance) benchmark leaderboard · SOTA2 Research

Data Imputation on finance MCAR (Wasserstein Distance)

0.1514Wasserstein DistanceMissForest

Evaluation Results

Method	Links
MissForest2026.07		0.1514
MissForest2026.07		0.1945
MissForest2026.07		0.2303
MissForest2026.07		0.2628
Proposal2026.07		0.2814
MissForest2026.07		0.3085
KNN2026.07		0.3406
Proposal2026.07		0.3498
MissForest2026.07		0.3776
Proposal2026.07		0.4046
KNN2026.07		0.4348
Proposal2026.07		0.4399
Proposal2026.07		0.4701
MissForest2026.07		0.4879
KNN2026.07		0.5009
Proposal2026.07		0.503
Proposal2026.07		0.528
KNN2026.07		0.5458
Proposal2026.07		0.5531
MICE2026.07		0.5601
KNN2026.07		0.5786
KNN2026.07		0.6083
Proposal2026.07		0.6361
KNN2026.07		0.6391
KNN2026.07		0.6674
MissForest2026.07		0.7049
MICE2026.07		0.715
PCA2026.07		0.7548
GAIN2026.07		0.7599
KNN2026.07		0.8231
MICE2026.07		0.8249
PCA2026.07		0.9278
MICE2026.07		0.9312
GAIN2026.07		0.9711
GAIN2026.07		1.0207
MICE2026.07		1.0468
PCA2026.07		1.048
PCA2026.07		1.1416
GAIN2026.07		1.175
MICE2026.07		1.182
MissForest2026.07		1.1885
GAIN2026.07		1.2373
PCA2026.07		1.2506
PCA2026.07		1.3296
MICE2026.07		1.3675
Mean2026.07		1.4133
GAIN2026.07		1.4173
PCA2026.07		1.4203
PCA2026.07		1.5475
MICE2026.07		1.6351
GAIN2026.07		1.6644
Mean2026.07		1.6862
GAIN2026.07		1.8487
Mean2026.07		1.8629
PCA2026.07		1.8855
Mean2026.07		1.9976
GAIN2026.07		2.0928
MICE2026.07		2.1138
Mean2026.07		2.1192
Mean2026.07		2.2138
Mean2026.07		2.2928
Mean2026.07		2.3687
Mean2026.07		2.4364