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Dec 1998
ISBN 0262161753
428 pp.
94 illus.
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Fundamentals of Neural Network Modeling
Randolph W. Parks , Daniel S. Levine and Debra L. Long

Over the past few years, computer modeling has become more prevalent in the clinical sciences as an alternative to traditional symbol-processing models. This book provides an introduction to the neural network modeling of complex cognitive and neuropsychological processes. It is intended to make the neural network approach accessible to practicing neuropsychologists, psychologists, neurologists, and psychiatrists. It will also be a useful resource for computer scientists, mathematicians, and interdisciplinary cognitive neuroscientists. The editors (in their introduction) and contributors explain the basic concepts behind modeling and avoid the use of high-level mathematics.

The book is divided into four parts. Part I provides an extensive but basic overview of neural network modeling, including its history, present, and future trends. It also includes chapters on attention, memory, and primate studies. Part II discusses neural network models of behavioral states such as alcohol dependence, learned helplessness, depression, and waking and sleeping. Part III presents neural network models of neuropsychological tests such as the Wisconsin Card Sorting Task, the Tower of Hanoi, and the Stroop Test. Finally, part IV describes the application of neural network models to dementia: models of acetycholine and memory, verbal fluency, Parkinsons disease, and Alzheimer's disease.

Table of Contents
 Series Foreword
 Preface
 Contributors
I Introduction to Neural Networks
1 An Introduction to Neural Network Modeling: Merits, Limitations, and Controversies
by Debra L. Long, Randolph W. Parks and Daniel S. Levine
2 Functional Cognitive Networks in Primates
by J. Wesson Ashford, Kerry L. Coburn and Joaquin M. Fuster
3 Attention and Neural Networks
by Michael I. Posner and Rajendra D. Badgaiyan
4 A Neural Network Model of Memory, Amnesia, and Cortico-Hippocampal Interactions
by Jean P. Banquet, Philippe Gaussier, Jose L. Contreras-Vidal, Angelika Gissler, Yves Burnod and Debra L. Long
II Behavioral States
5 A Computational Model of Alcohol Dependence: Simulation of Genetic Differences in Alcohol Preference and of Therepeutic Strategies
by Raymond L. Ownby
6 A Computational Perspective on Learned Helplessness and Depression
by Sam Leven
7 Waking and Sleeping States
by Jeffrey P. Sutton and J. Allan Hobson
III Neuropsychological Tests and Clinical Syndromes
8 Stroop Task, Language, and Neuromodulation: Models of Cognitive Deficits in Schizophrenia
by David Servan-Schreiber and Jonathan D. Cohen
9 Neural Network Modeling of Executive Functioning with the Tower of Hanoi Test in Frontal Lobe-Lesioned Patientcs
by John Cardoso and Randolph W. Parks
10 Neuronal Network Models of Acalculia and Prefrontal Deficits
by Stanislas Dehaene, Laurent Cohen and Jean-Pierre Changeux
11 Neuropsychological Assessment of Attention and Its Disorders: Computational Models for Neglect, Extinction, and Sustained Attention
by Raymond L. Ownby and Dylan G. Harwood
12 The Neural Basis of Lexical Retrieval
by Daniel Tranel, Hanna Damasio and Antonio R. Damasio
IV Applications in Dementia
13 A Model of Human Memory Based on the Cellular Physiology of the Hippocampal Formation
by Michael E. Hasselmo, Bradley P. Wyble and Chantal E. Stern
14 Neural Network Modeling of Basal Ganglia Function in Parkinson's Disease and Related Disorders
by Roderick K. Mahurin
15 Neural Network Modeling of Wisconsin Card Sorting and Verbal Fluency Tests: Applications with Frontal Lobe-Damaged and Alzheimer's Disease Patients
by Randolph W. Parks and Daniel S. Levine
16 Semantic Network Abnormalities in Patients with Alzheimer's Disease
by Agnes S. Chan, David P. Salmon and Nelson Butters
17 Parallel Distributed Processing Models in Alzheimer's Disease
by Lynette J. Tippett and Martha J. Farah
 Index
 
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