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Data Imputation on powerplant MCAR (test)

0.2841Wasserstein Distance

MissForest

Updated 18d ago

Evaluation Results

Method	Links
MissForest 2026.07		0.2841
Proposal 2026.07		0.3059
KNN 2026.07		0.3396
MICE 2026.07		0.349
MissForest 2026.07		0.3829
Proposal 2026.07		0.3859
PCA 2026.07		0.4107
Proposal 2026.07		0.4524
MissForest 2026.07		0.4622
KNN 2026.07		0.4758
Mean 2026.07		0.4808
MICE 2026.07		0.4869
Proposal 2026.07		0.4883
GAIN 2026.07		0.5069
Proposal 2026.07		0.5131
MissForest 2026.07		0.5291
Proposal 2026.07		0.5322
PCA 2026.07		0.5339
Proposal 2026.07		0.5515
Proposal 2026.07		0.5533
Proposal 2026.07		0.5627
KNN 2026.07		0.5696
VAE 2026.07		0.5718
MICE 2026.07		0.5859
GAIN 2026.07		0.589
MissForest 2026.07		0.6188
KNN 2026.07		0.6543
Mean 2026.07		0.6583
MICE 2026.07		0.6768
MissForest 2026.07		0.707
KNN 2026.07		0.7363
MICE 2026.07		0.7621
PCA 2026.07		0.7846
Mean 2026.07		0.7847
GAIN 2026.07		0.7962
GAIN 2026.07		0.8186
MissForest 2026.07		0.8313
KNN 2026.07		0.8331
MICE 2026.07		0.8598
Mean 2026.07		0.8858
PCA 2026.07		0.8858
KNN 2026.07		0.9485
MICE 2026.07		0.9703
PCA 2026.07		0.9739
Mean 2026.07		0.974
MissForest 2026.07		0.9865
GAIN 2026.07		1.0361
Mean 2026.07		1.0587
PCA 2026.07		1.0587
GAIN 2026.07		1.0629
KNN 2026.07		1.0799
GAIN 2026.07		1.0955
MICE 2026.07		1.0967
Mean 2026.07		1.1408
PCA 2026.07		1.1409
MissForest 2026.07		1.2036
Mean 2026.07		1.2204
PCA 2026.07		1.2204
KNN 2026.07		1.2205
GAIN 2026.07		1.2297
MICE 2026.07		1.2316
Mean 2026.07		1.2958
PCA 2026.07		1.2958
GAIN 2026.07		1.5909