Table 4.
Ref. | Par. | Scoring Techniques | Classifier | Performance Measure | |||
---|---|---|---|---|---|---|---|
AUC | Acc. | ||||||
[37] | 4184 | HADS, PHQ | XGBoost | 0.73 | 0.66 | 0.7 | |
[69] | 887 | NESDA | RF | 0.67 | 0.62 | 0.63 | |
[70] | 200 | PSWQ, HDRS, YMRS, CGI-S |
SVM | 0.82 | 0.75 | 0.71 | |
RF | 0.82 | 0.76 | 0.71 | ||||
ANN | 0.81 | 0.76 | 0.72 | ||||
[71] | 154 | STAI, MASQ-D, HDRS, HAM-A |
Pattern regression |
0.58 | |||
[72] | 90 | CAQ. HADS | RF | 0.64 | |||
Proposed | 66 | SAS | RF | 0.82 | 0.80 | 0.73 | 0.80 |
DT | 0.80 | 0.79 | 0.77 | 0.79 | |||
AB | 0.70 | 0.72 | 0.68 | 0.72 |