Table 3 rTMS treatment response prediction
Author | Condition | Features | Algorithm |
|---|---|---|---|
Chen et al. [84] | Depression | Resting state MRI | SVM regression |
Hopman et al. [85] | Depression | Resting state fMRI | Linear SVM |
Bailey et al. [81] | Depression | EEG and MADRS | Linear SVM |
Fan et al. [83] | Depression | Resting state fMRI | Hierarchical regression |
Hasanzadeh et al. [14] | Depression | EEG | K-NN |
Zandvakili et al. [75] | Depression and post-traumatic stress disorder | EEG | Lasso regression and SVM |
Bailey et al. [80] | Depression | EEG | Linear SVM |
Koutsouleris et al. [78] | Schizophrenia | – | Linear SVM |
Drysdale et al. [11] | Depression | fMRI | Hierarchical clustering and SVM |
Rostami et al. [86] | Unipolar and bipolar depression | Clinical and demographic | Binary logistic regression |
Erguzel et al. [82] | Depression | EEG | Artificial neural network |