Automated EEG-Based Diagnosis of Neurological Disorders
Inventing the Future of Neurology
Seiten
2010
Crc Press Inc (Verlag)
978-1-4398-1531-1 (ISBN)
Crc Press Inc (Verlag)
978-1-4398-1531-1 (ISBN)
Presents a novel approach for automated EEG-based diagnosis of neurological disorders such as epilepsy. This book introduces three computing and problem solving paradigms: neural networks, wavelets, and chaos theory, along with many mathematical algorithms. It concludes with applications of the method to epilepsy and to Alzheimer's disease.
Based on the authors’ groundbreaking research, Automated EEG-Based Diagnosis of Neurological Disorders: Inventing the Future of Neurology 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 readers with these three distinct paradigms.
After extensive research and the discovery of relevant mathematical markers, the authors present a methodology for epilepsy diagnosis and seizure detection that offers an exceptional accuracy rate of 96 percent. They examine technology that has the potential to impact and transform neurology practice in a significant way. They also include some preliminary results towards EEG-based diagnosis of Alzheimer’s disease.
The methodology presented in the book is especially versatile and can be adapted and applied for the diagnosis of other brain disorders. The senior author is currently extending the new technology to diagnosis of ADHD and autism. A second contribution made by the book is its presentation and advancement of Spiking Neural Networks as the seminal foundation of a more realistic and plausible third generation neural network.
Based on the authors’ groundbreaking research, Automated EEG-Based Diagnosis of Neurological Disorders: Inventing the Future of Neurology 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 readers with these three distinct paradigms.
After extensive research and the discovery of relevant mathematical markers, the authors present a methodology for epilepsy diagnosis and seizure detection that offers an exceptional accuracy rate of 96 percent. They examine technology that has the potential to impact and transform neurology practice in a significant way. They also include some preliminary results towards EEG-based diagnosis of Alzheimer’s disease.
The methodology presented in the book is especially versatile and can be adapted and applied for the diagnosis of other brain disorders. The senior author is currently extending the new technology to diagnosis of ADHD and autism. A second contribution made by the book is its presentation and advancement of Spiking Neural Networks as the seminal foundation of a more realistic and plausible third generation neural network.
Hojjat Adeli is the Abba G. Lichtenstein Professor at The Ohio State University, Editor-in-Chief of the International Journal of Neural Systems, and author of 14 pioneering books. Samanwoy Ghosh-Dastidar is Principal Biomedical Engineer at ANSAR Medical Technologies in Philadelphia. Nahid Dadmehr is a board-certified neurologist in practice in Ohio since 1991.
Introduction and Basic Concepts. Automated EEG-Based Diagnosis of Epilepsy. Automated EEG-Based Diagnosis of the Alzheimer's Disease. The Next Generation of Neural Networks: Spiking Neural Networks.
Erscheint lt. Verlag | 17.2.2010 |
---|---|
Zusatzinfo | 17 Tables, black and white; 103 Illustrations, black and white |
Verlagsort | Bosa Roca |
Sprache | englisch |
Maße | 156 x 234 mm |
Gewicht | 861 g |
Themenwelt | Medizin / Pharmazie ► Medizinische Fachgebiete ► Neurologie |
Medizin / Pharmazie ► Medizinische Fachgebiete ► Radiologie / Bildgebende Verfahren | |
ISBN-10 | 1-4398-1531-3 / 1439815313 |
ISBN-13 | 978-1-4398-1531-1 / 9781439815311 |
Zustand | Neuware |
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