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Author Adeli, Hojjat, 1950-

Title Automated EEG-based diagnosis of neurological disorders : inventing the future of neurology / Hojjat Adeli, Samanwoy Ghosh-Dastidar ; in corroboration with Nahid Dadmehr
Published Boca Raton, FL : CRC Press/Taylor & Francis, [2010]
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Description 1 online resource (xxxvi, 387 pages) : illustrations
Contents Time-frequency analysis : wavelet transforms -- Chaos theory -- Classifier designs -- Electroencephalograms and epilepsy -- Analysis of EEGs in an epileptic patient using wavelet transform -- Wavelet-chaos methodology for analysis of EEGs and EEG sub-bands -- Mixed-band wavelet-chaos neural network methodology -- Principal component analysis-enhanced cosine radial basis function neural network -- Alzheimer's disease and models of computation : imaging, classification, and neural models -- Alzheimer's disease : models of computation and analysis of EEGs -- A spatio-temporal wavelet-chaos methodology for EEG-based diagnosis of Alzheimer's disease -- Spiking neural networks : spiking neurons and learning algorithms -- Improved spiking neural networks with application to EEG classification and epilepsy and seizure detection -- A new supervised learning algorithm for multiple spiking neural networks -- Applications of multiple spiking neural networks : EEG classification and epilepsy and seizure detection
Summary Inventing the Future of Neurology based on the authors' groundbreaking research, this book presents a research ideology, a novel multi-paradigm methodology, and advanced computational models for the automated EEG-based diagnosis of neurological disorders. It is based on the ingenious integration of three different computing technologies and problem-solving paradigms: neural networks, wavelets, and chaos theory. The book also includes three introductory chapters that familiarize the readers with these three distinct paradigms. After extensive research and the discovery of relevant mathematical
Bibliography Includes bibliographical references and index
Subject Electroencephalography -- methods.
Brain -- Diseases -- Diagnosis -- Data processing
Electroencephalography -- Data processing
Diagnosis, Computer-Assisted -- methods.
Nervous System Diseases -- diagnosis.
Electroencephalography -- Data processing
HEALTH & FITNESS -- Diseases -- Nervous System (incl. Brain)
MEDICAL -- Neurology.
Genre/Form Electronic books.
Electronic books
Form Electronic book
Author Ghosh-Dastidar, Samanwoy.
ISBN 1282902814