Model | Max_depth | ||||||
---|---|---|---|---|---|---|---|
9 | 10 | 11 | |||||
ACC | Macro_F1 | ACC | Macro_F1 | ACC | Macro_F1 | ||
Feature selection (Select the top 12 features with importance greater than 1.4%.) | NBM | 0.7566 | 0.5696 | 0.7566 | 0.5696 | 0.7566 | 0.5696 |
DBN | 0.8276 | 0.5252 | 0.8276 | 0.5252 | 0.8276 | 0.5252 | |
RF | 0.8676 | 0.7635 | 0.8775 | 0.8019 | 0.8725 | 0.7778 | |
AdaBoost | 0.8374 | 0.6970 | 0.8424 | 0.6871 | 0.8079 | 0.6514 | |
XGBoost | 0.8676 | 0.7460 | 0.8677 | 0.7484 | 0.8725 | 0.7603 | |
BP Neural Network | 0.8578 | 0.7462 | 0.8578 | 0.7462 | 0.8578 | 0.7462 | |
No feature selection was performed (There are 20 features in total.) | NBM | 0.6946 | 0.5643 | 0.6946 | 0.5643 | 0.6946 | 0.5643 |
DBN | 0.8054 | 0.5165 | 0.8054 | 0.5165 | 0.8054 | 0.5165 | |
RF | 0.8172 | 0.7148 | 0.8173 | 0.6998 | 0.8226 | 0.7117 | |
AdaBoost | 0.7784 | 0.6348 | 0.7622 | 0.6284 | 0.7514 | 0.6191 | |
XGBoost | 0.8118 | 0.6872 | 0.8172 | 0.6998 | 0.8226 | 0.7117 | |
BP Neural Network | 0.7957 | 0.6271 | 0.7957 | 0.6271 | 0.7957 | 0.6271 |