A Pervasive Approach to EEG-Based Depression Detection

<table class="fixed-width table-group" id="tab4"><tr><td><table class="table"><colgroup><col style="width:6.85em"/><col style="width:45.87em"/><col style="width:6.85em"/></colgroup><tr><td class="thead-hr" colspan="3"><hr/></td></tr><tr class="thead"><td class="align_left">Classifier</td><td class="align_left">Feature sets</td><td class="align_center">Accuracy</td></tr><tr><td class="thead-hr" colspan="3"><hr/></td></tr><tr><td class="align_left">SVM</td><td class="align_left">Absolute center frequency of theta wave (Fp1), center frequency of full band EEG (Fp2), peak of full band EEG (Fp2)</td><td class="align_center">70.12%</td></tr><tr><td class="align_left">KNN</td><td class="align_left">Absolute power of theta (Fp1), center frequency of full band EEG (Fp2), peak of full band EEG (Fp2)</td><td class="align_center">74.39%</td></tr><tr><td class="align_left">CT</td><td class="align_left">Absolute center frequency of alpha wave (Fp1), Power-Spectral Entropy of alpha wave (Fp1)</td><td class="align_center">67.70%</td></tr><tr><td class="align_left">ANN</td><td class="align_left">Relative center frequency of theta wave (Fp2), Hjorth of full band EEG (Fp2)</td><td class="align_center">73.78%</td></tr><tr class="table-tr"><td colspan="3"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Classification results in neutral audio stimulation data.</div>

Complexity

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Table 4

Table 4: A Pervasive Approach to EEG-Based Depression Detection 