Advanced Electroencephalography Analytical Methods (Biomedical Signal and Image Processing) by Ganesh Naik, Wellington Pinheiro dos Santos, Gaetano Gargiulo
English | December 13, 2024 | ISBN: 1032171707 | 282 pages | MOBI | 16 Mb
English | December 13, 2024 | ISBN: 1032171707 | 282 pages | MOBI | 16 Mb
Advanced Electroencephalography Analytical Methods: Fundamentals, Acquisition, and Applications presents the theoretical basis and applications of electroencephalography (EEG) signals in neuroscience, involving signal analysis, processing, signal acquisition, representation, and applications of EEG signal analysis using non-linear approaches and machine learning. It explains principles of neurophysiology, linear signal processing, computational intelligence, and the nature of signals including machine learning. Applications involve computer-aided diagnosis, brain-computer interfaces, rehabilitation engineering, and applied neuroscience.
This book:
- Includes a comprehensive review on biomedical signals nature and acquisition aspects
- Focuses on selected applications of neuroscience/cardiovascular/muscle-related biomedical areas
- Provides a machine learning update to a classical biomedical signal processing approach
- Explains deep learning and application to biomedical signal processing and analysis
- Explores relevant biomedical engineering and neuroscience state-of-the-art applications
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