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Epileptic Seizure Prediction Using Electroencephalogram Signals.

Epileptic Seizure Prediction Using Electroencephalogram Signals.

・ISBN 978-1-032-71439-4 hard GB£ 145.99

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電子版あり 大学・学術機関向け電子ブック(eBook)ISBN 978-1-032-72593-2
著者・編者Borhade, Ratnaprabha Ravindra / Bairagi, Vinayak K. / Nagmode, Manoj S. / Borhade, Ravindra Honaji,
出版社 (Chapman & Hall/CRC, UK)
出版年月2024
ページ数140 pp.
言語ENG
ニュース番号<A03-52986>

解説

This book presents an innovative method of EEG-based feature extraction and classification of seizures using EEG signals. It describes the methodology required for EEG analysis, seizure detection, seizure prediction, and seizure classification. It contains a compilation of techniques described in the literature and emphasizes newly proposed techniques. The book includes a brief discussion of existing methods for epileptic seizure diagnosis and prediction and introduces new efficient methods specifically for seizure prediction.

  • Focuses on the mathematical models and machine learning algorithms from a perspective of clinical deployment of EEG-based epileptic seizure prediction
  • Discusses recent trends in seizure detection, prediction, and classification methodologies
  • Provides engineering solutions to severity or risk analysis of detected seizures at remote places
  • Presents wearable solutions to seizure prediction
  • Includes details of the use of deep learning for epileptic seizure prediction using EEG

This book acts as a reference for academicians and professionals who are working in the field of computational biomedical engineering and are interested in the domain of EEG-based disease prediction.