Essam H Houssein, Asmaa Hammad, Marwa M Emam, Abdelmgeid A Ali
An enhanced Coati Optimization Algorithm for global optimization and feature selection in EEG emotion recognition
Computers in biology and medicine
detecting early signs recurrence psychopathology key prevention treatment personalized risk assessment especially relevant formerly depressed patients recurrence common aimed examine whether recurrence depression accurately foreseen applying exponentially weighted moving average ewma statistical process control charts ecological momentary assessment ema data participants formerly depressed patients n 41 remission gradually discontinued antidepressants participants completed five smartphonebased ema questionnaires day 4 months ewma control charts used prospectively detect structural mean shifts high low arousal negative affect na high low arousal positive affect pa repetitive negative thinking individual significant increase repetitive negative thinking worry negative thoughts self sensitive early sign recurrence detected 18 22 patients 82 recurrence 8 19 patients 42 stayed remission significant increase na high arousal stress irritation restlessness specific early sign recurrence detected 10 22 patients 45 recurrence 2 19 patients 11 stayed remission mean changes detected least month recurrence majority participants outcomes robust across ewma parameter choices using fewer observations per day findings demonstrate value monitoring ema data ewma charts detecting prodromal symptoms depression realtime psycinfo database record c 2023 apa rights reserved