A Pervasive Approach to EEG-Based Depression Detection
Table 6
Classification results in negative audio stimulation data.
Classifier
Feature sets
Accuracy
SVM
Hjorth of full band EEG (Fp2), correlation dimension of full band EEG (Fp2)
67.07%
KNN
Absolute power of theta wave (Fp1), correlation dimension of full band EEG (Fp1), absolute center frequency of theta wave (Fp2), absolute power of gamma wave (Fp2)
77.44%
CT
Absolute power of theta wave (Fp1), power spectral entropy of full band EEG (Fp1), relative power of beta wave (Fp2), peak of full band EEG (Fp2)
71.34%
ANN
Absolute power of theta wave (Fp1), absolute power of beta wave (Fp1), center frequency of full band EEG (Fp1)
