Neural Networks and Brain Function

...a fascinating groundwork for researchers stydying how the human brian works and how behaviour is produced. Zusammenfassung Aims to describe the types of computation that can be performed by biologically plausible neural networks, and to show how these may be implemented in different systems in the brain. This book is suitable for researchers, graduate students and advanced undergraduates in the fields of neuroscience and artificial intelligence. Ch. 1. Introduction; Ch. 2. Pattern Association Memory; Ch. 3. Autoassociation Memory; Ch. 4. Competitive Networks, Including Self-Organizing Maps; Ch. 5. Error-Correcting Networks: Perceptrons, Backpropagation of Error in Multilayer Networks, and Reinforcement Learning Algorithms; Ch. 6. Hippocampus and Memory; Ch. 7. Pattern Association in the Brain: Amygdala and Orbitofrontal Cortex; Ch. 8. Cortical Networks for Invariant Pattern Recognition; Ch. 9. Motor Systems: Cerebellum and Basal Ganglia; Ch. 10. Cerebral Neocortex; Appendix 1. Introduction to Linear Algebra for Neural Networks; Appendix 2. Information Theory; Appendix 3. Pattern Associators; Appendix 4. Autoassociators; Appendix 5. Recurrent Dynamics

Product details

• Authors: Edmund Rolls, Edmund (Professor Rolls, Edmund T. Rolls, Edmund T. Treves Rolls, Treves Rolls, Rolls Edmund, Alessandro Treves, Treves Alessandro
• Publisher: Oxford University Press
• Languages: English
• Product format: Paperback / Softback
• Released: 01.11.1997
• EAN: 9780198524328
• ISBN: 978-0-19-852432-8
• No. of pages: 428
• Subjects: Humanities, art, music > Psychology > Theoretical psychology; Natural sciences, medicine, IT, technology > Biology > General, dictionaries; Neurologie und klinische Neurophysiologie, Neurowissenschaften, COMPUTERS / Neural Networks, SCIENCE / Life Sciences / Neuroscience, MEDICAL / Neuroscience, MEDICAL / Neurology, Medical / Nursing, Neurosciences, COMPUTERS / Data Science / Neural Networks, Neural networks and fuzzy systems, Neural networks & fuzzy systems