From: A novel EEG-based major depressive disorder detection framework with two-stage feature selection
Feature selection | Model | P value | ||||
---|---|---|---|---|---|---|
 | Sec | Prec | Spec | Acc | F1 | |
– | LR | 1.47e−05*** | 9.73e−06*** | 7.91e−06*** | 1.58e−06*** | 9.40e−06*** |
SVM | 1.52e−05*** | 7.80e−06*** | 1.67e−04*** | 6.50e−06*** | 2.80e−06*** | |
LR-DF | 8.90e−07*** | 6.39e−06*** | 2.43e−05*** | 3.95e−06*** | 4.27e−06*** | |
SVM-DF | 2.72e−04*** | 4.82e−05*** | 3.28e−05*** | 1.70e−06*** | 3.67e−05*** | |
PCC | LR | 4.81e−05*** | 7.46e−06*** | 2.64e−05*** | 1.53e−06*** | 3.66e−06*** |
SVM | 6.10e−06*** | 2.76e−06*** | 3.39e−04*** | 1.11e−05*** | 7.80e−07*** | |
LR-DF | 8.37e−06*** | 1.44e−05*** | 1.90e−04*** | 5.78e−06*** | 1.30e−07*** | |
SVM-DF | 4.61e−04*** | 2.99e−06*** | 2.30e−04*** | 2.44e−06*** | 1.26e−05*** | |
RFE | LR | 3.88e−04*** | 1.42e−03*** | 3.99e−04*** | 2.88e−04*** | 4.41e−04*** |
SVM | 8.64e−03*** | 2.59e−03*** | 4.07e−03*** | 2.55e−03*** | 2.61e−03*** | |
LR-DF | 1.97e−03*** | 1.88e−02** | 2.18e−02** | 7.23e−05*** | 1.28e−04*** | |
SVM-DF | 1.61e−02** | 3.74e−01* | 3.85e−01* | 5.37e−02* | 2.86e−02** | |
PCC and RFE | LR | 1.44e−04*** | 5.34e−04*** | 1.78e−04*** | 5.68e−05*** | 1.21e−04*** |
SVM | 2.08e−01* | 1.70e−01* | 1.84e−01* | 9.50e−03*** | 3.60e−03*** | |
LR-DF | 3.16e−03*** | 4.47e−03*** | 3.99e−03*** | 7.74e−04*** | 9.18e−04*** |