EEG Brain Signal Classification for Epileptic Seizure Disorde... - 9780128174265
EEG Brain Signal Classification for Epileptic Seizure Disorder DetectionAuthor(s): Sandeep Kumar Satapathy, Satchidananda Dehuri, Alok Kumar Jagadev, Shruti Mishra\nFormat: Paperback\nPublisher: Elsevier Science Publishing Co Inc, United States\nImprint: Academic Press Inc\nISBN-13: 9780128174265, 978-0128174265\nSynopsis\nEEG Brain Signal Classification for Epileptic Seizure Disorder Detection provides the knowledge necessary to classify EEG brain signals to detect epileptic seizures using machine learning techniques. Chapters present an overview of machine learning techniques and the tools available, discuss previous studies, present empirical studies on the performance of the NN and SVM classifiers, discuss RBF neural networks trained with an improved PSO algorithm for epilepsy identification, and cover ABC algorithm optimized RBFNN for classification of EEG signal. Final chapter present future developments in the field.\n\nThis book is a valuable source for bioinformaticians, med.
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