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ResearchFormerly WizWand

Classification on 22 Real-World Classification Datasets

5.17Mean RankLightGBM
4.85167.00089.1511.2992Jul 1, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LightGBMEvaluation protocol=Averaged over downstream learners and standard k values2026.075.17
XGBoostEvaluation protocol=Averaged over downstream learners and standard k values2026.075.58
CatBoostEvaluation protocol=Averaged over downstream learners and standard k values2026.075.85
CIFEvaluation protocol=Averaged over downstream learners and standard k values2026.076.08
RFEvaluation protocol=Averaged over downstream learners and standard k values2026.076.27
RF-RFEEvaluation protocol=Averaged over downstream learners and standard k values2026.076.98
ExtraTreesEvaluation protocol=Averaged over downstream learners and standard k values2026.077.45
DTEvaluation protocol=Averaged over downstream learners and standard k values2026.077.67
RTEvaluation protocol=Averaged over downstream learners and standard k values2026.0710.05
CITEvaluation protocol=Averaged over downstream learners and standard k values2026.0710.34
BorutaEvaluation protocol=Averaged over downstream learners and standard k values2026.0710.51
MC filterEvaluation protocol=Averaged over downstream learners and standard k values2026.0710.65
PIEvaluation protocol=Averaged over downstream learners and standard k values2026.0710.76
cforestEvaluation protocol=Averaged over downstream learners and standard k values2026.0711.36
RDC filterEvaluation protocol=Averaged over downstream learners and standard k values2026.0712.29
ctreeEvaluation protocol=Averaged over downstream learners and standard k values2026.0712.86
CPIEvaluation protocol=Averaged over downstream learners and standard k values2026.0713.13