Princeton University Library Catalog

Automated EEG-based diagnosis of neurological disorders : inventing the future of neurology / Hojjat Adeli, Samanwoy Ghosh-Dastidar ; in corroboration with Nahid Dadmehr.

Author:
Adeli, Hojjat, 1950- [Browse]
Format:
Book
Language:
English
Published/​Created:
Boca Raton, FL : CRC Press/Taylor & Francis, c2010.
Description:
xxxvi, 387 p. : ill. ; 25 cm.
Bibliographic references:
Includes bibliographical references and index.
Contents:
I. Basic Concepts -- 1. Introduction -- 2. Time-Frequency Analysis: Wavelet Transforms -- 3. Chaos Theory -- 4. Classifier Designs -- II. Automated EEG-Based Diagnosis of Epilepsy -- 5. Electroencephalograms and Epilepsy -- 6. Analysis of EEGs in an Epileptic Patient Using Wavelet Transform -- 7. Wavelet-Chaos Methodology for Analysis of EEGs and EEG Sub-Bands -- 8. Mixed-Band Wavelet-Chaos Neural Network Methodology -- 9. Principal Component Analysis-Enhanced Cosine Radial Basis Function Neural Network -- III. Automated EEG-Based Diagnosis of Alzheimer's Disease -- 10. Alzheimer's Disease and Models of Computation: Imaging, Classification, and Neural Models -- 11. Alzheimer's Disease: Models of Computation and Analysis of EEGs -- 12. A Spatio-Temporal Wavelet-Chaos Methodology for EEG-Based Diagnosis of Alzheimer's Disease -- IV. Third Generation Neural Networks: Spiking Neural Networks -- 13. Spiking Neural Networks: Spiking Neurons and Learning Algorithms -- 14. Improved Spiking Neural Networks with Application to EEG Classification and Epilepsy and Seizure Detection -- 15. A New Supervised Learning Algorithm for Multiple Spiking Neural Networks -- 16. Applications of Multiple Spiking Neural Networks: EEG Classification and Epilepsy and Seizure Detection -- 17. The Future.
Subject(s):
ISBN:
  • 9781439815311 (hardcover : alk. paper)
  • 1439815313 (hardcover : alk. paper)
LCCN:
2009051516
OCLC:
457164523
Related name:
RCP:
C - S