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Binary Classification on Higgs boson decay dataset

0.8304AUCXGBoost
0.614080.670240.72640.78256Dec 21, 2014Mar 5, 2015May 18, 2015Jul 31, 2015Oct 13, 2015Dec 26, 2015Mar 9, 2016

Evaluation results

MethodLinks
XGBoostTime per Tree (sec)=0.6841, number of trees=500, maximum depth=8, shrinkage=0.12016.030.8304——
scikit-learnTime per Tree (sec)=28.51, number of trees=500, maximum depth=8, shrinkage=0.12016.030.8302——
XGBoostTime per Tree (sec)=0.6401, colsample=0.5, number of trees=500, maximum depth=8, shrinkage=0.12016.030.8245——
DNN + ReLU + EnsembleActivation=ReLU, Ensemble Size=5, Implementation=Baldi et al., 20152014.120.8033.39—
DNN + ReLUActivation=ReLU, Implementation=Baldi et al., 20152014.120.8023.37—
R.gbmTime per Tree (sec)=1.032, number of trees=500, maximum depth=8, shrinkage=0.12016.030.6224——