Sang Yong Park, Hye Sun Shin, Sun Jung Park
Health Behavior, Emotional Intelligence, and Stress of Elementary School Students in Korea
Iranian journal of public health
study introduces new online spike encoding algorithm spiking neural networks snn suggests new methods learning identifying diagnostic biomarkers using three prominent deep learning neural network models deep bilstm reservoir snn neucube eeg data datasets related epilepsy migraine healthy subjects employed results reveal bilstm hidden neurons capture biological significance reservoir snn activities neucube spiking dynamics identify eeg channels diagnostic biomarkers bilstm reservoir snn achieve 90 85 classification accuracy neucube achieves 97 methods pinpointing potential biomarkers like t6 f7 c4 f8 research bears implications refining online eeg classification analysis early brain state diagnosis enhancing ai models interpretability discovery proposed techniques hold promise streamlined braincomputer interfaces clinical applications representing significant advancement pattern discovery across three popular neural network methods addressing crucial problem research planned study early diagnostic biomarkers predict onset brain states