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Classification on Loan dataset (Kaggle) (test)

0.143Average CostcHM
0.141320.152660.1640.17534Mar 18, 2026

Evaluation results

MethodLinks
cHMClassifier=Random Forest (RFC), n_estimators=50, maxFE_fit=400, maxFE_probing=800, population size=10, n=42026.030.1430.00577.171.135
GAClassifier=Random Forest (RFC), n_estimators=50, maxFE_fit=400, maxFE_probing=800, population size=10, n=42026.030.1450.00886.271.075
PSOClassifier=Random Forest (RFC), n_estimators=50, maxFE_fit=400, maxFE_probing=800, population size=10, n=42026.030.1560.00479.180.943
DEClassifier=Random Forest (RFC), n_estimators=50, maxFE_fit=400, maxFE_probing=800, population size=10, n=42026.030.1580.0114552.119
BFOClassifier=Random Forest (RFC), n_estimators=50, maxFE_fit=400, maxFE_probing=800, population size=10, n=42026.030.1770.01455.251.932
NoneClassifier=Random Forest (RFC), n_estimators=50, feature_selection=none2026.030.18—1111—
SAClassifier=Random Forest (RFC), n_estimators=50, maxFE_fit=400, maxFE_probing=800, population size=10, n=42026.030.1850.02485.651.595