Alesha Wright, Joanne Chopak-Foss
School Personnel Knowledge and Perceived Skills in Diabetic Emergencies in Georgia Public Schools
The Journal of school nursing : the official publication of the National Association of School Nurses
schizophrenia chronic mental disorder impairs persons thinking capacity feelings emotions behavioural traits etc emotional distortions delusions hallucinations incoherent speech symptoms schizophrenia cause disruption routine activities computerassisted diagnosis schizophrenia significantly needed give patients higher quality life hence improved adaptive neurofuzzy inference system based hybrid grey wolfbat algorithm accurate prediction schizophrenia multichannel eeg signals presented study eeg signals preprocessed using butterworth band pass filter wica initially statistical timedomain frequencydomain spectral features extracted discriminating features selected using relieff algorithm forwarded anfis classification either schizophrenic normal anfis optimized hybrid grey wolfbat algorithm hwbo better efficiency method experimented two separate eeg datasets1 2 demonstrating accuracy 9954 9935 respectively appreciable f1score mcc experiments reveal efficiency hybrid wolfbat algorithm optimizing anfis parameters compared traditional anfis model proven algorithms like genetic algorithmanfis particle optimizationanfis crow search optimization algorithmanfis ant colony optimization algorithmanfis showing high r2 value low rsme value provide bias free classification tenfold cross validation performed produced accuracy 978 985 two datasets respectively experimental outcomes demonstrate superiority hybrid grey wolfbat algorithm similar techniques predicting schizophrenia