A Pervasive Approach to EEG-Based Depression Detection
Table 5
Classification results in positive audio stimulation data.
Classifier
Feature sets
Accuracy
SVM
Absolute power of theta wave (Fp1), Kurtosis of full band EEG (Fp1)
68.29%
KNN
Absolute power of theta wave (Fp1), absolute power of beta wave (Fp1)
79.27%
CT
Absolute power of gamma wave (Fp1), absolute power of gamma wave (Fp2)
60.37%
ANN
Absolute power of theta wave (Fp1), power spectral entropy of gamma wave (Fp1), -complexity of full band EEG (Fp1), correlation dimension of full band EEG (Fp1), power spectral entropy of theta wave (Fp2), correlation dimension of full band EEG (Fp2)
