Intelligent Behavior Data Analysis for Internet Addiction

Table 5

Classification task.

Feature model	ia−	ia (LIA)	ia (NIA)	ia (CIA)
DT	0.960643	0.997667 (3.9%)	0.997989 (3.9%)	0.998899 (4.0%)
SVM	0.960773	0.960773 (0%)	0.960773 (0%)	0.960773 (0%)
KNN	0.959270	0.970958 (1.2%)	0.981605 (2.3%)	0.973924 (1.5%)
RF	0.967783	0.978654 (1.1%)	0.979268 (1.2%)	0.981382 (1.4%)
GBDT	0.959812	0.961584 (0.2%)	0.960936 (0.1%)	0.962591 (0.3%)
Bagging	0.965652	0.998827 (3.4%)	0.998481 (3.4%)	0.999378 (3.5%)
ET	0.958128	0.966017 (0.8%)	0.970712 (1.3%)	0.969175 (1.2%)