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 | 0.7435 | 0.4633 | 0.7435 | 0.4633 | 0.7435 | 0.4633 |
DBN | 0.7487 | 0.4824 | 0.7487 | 0.4824 | 0.7487 | 0.4824 | |
RF | 0.8125 | 0.7694 | 0.8229 | 0.8080 | 0.8073 | 0.7527 | |
AdaBoost | 0.7644 | 0.6475 | 0.7382 | 0.6047 | 0.7330 | 0.5931 | |
XGBoost | 0.8020 | 0.7373 | 0.7917 | 0.7102 | 0.7917 | 0.7084 | |
BP Neural Network | 0.7708 | 0.6621 | 0.7708 | 0.6621 | 0.7708 | 0.6621 | |
No feature selection was performed (There are 20 features in total.) | NBM | 0.7487 | 0.4657 | 0.7487 | 0.4657 | 0.7487 | 0.4657 |
DBN | 0.7435 | 0.4262 | 0.7435 | 0.4262 | 0.7435 | 0.4262 | |
RF | 0.8177 | 0.7998 | 0.8021 | 0.7427 | 0.8073 | 0.7527 | |
AdaBoost | 0.7435 | 0.6411 | 0.7592 | 0.6428 | 0.7487 | 0.6337 | |
XGBoost | 0.7969 | 0.7182 | 0.8073 | 0.7426 | 0.7969 | 0.7203 | |
BP Neural Network | 0.7760 | 0.6818 | 0.7760 | 0.6818 | 0.7760 | 0.6818 |