Table 5 AUC summary
From: Investigating the relationship between time and predictive model maintenance
Dataset | Distribution ratio | Training set | Test set | AUC |
|---|---|---|---|---|
Part D | LR_RUS_99:1 | 2015 | 2016 | 0.8167 |
SVM_RUS_65:35 | 2013-2015 | 2016 | 0.7936 | |
RF100_RUS_75:25 | 2013-2015 | 2016 | 0.7834 | |
5NN_RUS_65:35 | 2014-2015 | 2016 | 0.7570 | |
C4.5_RUS_99:1 | 2014-2015 | 2016 | 0.7567 | |
DMEPOS | RF100_RUS_75:25 | 2014-2015 | 2016 | 0.7872 |
C4.5_None_Full | 2014-2015 | 2016 | 0.7845 | |
LR_None_Full | 2014-2015 | 2016 | 0.7834 | |
SVM_RUS_50:50 | 2014-2015 | 2016 | 0.7773 | |
5NN_RUS_65:35 | 2015 | 2016 | 0.7721 | |
Combined | LR_None_Full | 2015 | 2016 | 0.8738 |
SVM_RUS_75:25 | 2013-2015 | 2016 | 0.8691 | |
RF100_RUS_90:10 | 2013-2015 | 2016 | 0.8680 | |
5NN_RUS_75:25 | 2015 | 2016 | 0.8199 | |
C4.5_RUS_65:35 | 2014-2015 | 2016 | 0.7650 |