Atitegeb Abera Kidie, Seteamlak Adane Masresha, Fassikaw Kebede Bizuneh
Statistical analysis on the incidence and predictors of death among second-line ART patients in public hospitals of North Wollo and Waghemira Zones, Ethiopia, 2021
Scientific reports
decoding asynchronous electroencephalogram aeeg signals crucial challenge emerging field eeg based braincomputer interface case aeeg signals time markers motor activity absent paper proposes method decompose aeeg signals using gabor elementary function designed gabor frames scalespace analysis extracts gabor dominant frequencies aeeg signals statistical temporal moment dependent features used create feature vector estimated gabor band statistical significance features tested kruskalwallis test deep neural network implemented bidirectional long shortterm memory block classify upper limb movement eeg data healthy volunteers collected using enobio20 electrode system armeospring rehabilitation device proposed methodology achieved average classification accuracy 9683 precision 096 recall 096 f1score 093 acquired data set designed framework decoding upper limb movement outperforms existing stateoftheart methods future proposed framework could increase classification performance incorporating multiple types biological inputs investigating various brain functions