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Neural Networks and Animal Behavior »

Book cover image of Neural Networks and Animal Behavior by Magnus Enquist

Authors: Magnus Enquist, Stefano Ghirlanda
ISBN-13: 9780691096322, ISBN-10: 0691096325
Format: Hardcover
Publisher: Princeton University Press
Date Published: August 2005
Edition: (Non-applicable)

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Author Biography: Magnus Enquist

Magnus Enquist is Professor of Ethology in the Department of Zoology at Stockholm University. Stefano Ghirlanda is Researcher of General Psychology in the Department of Psychology at the University of Bologna.

Book Synopsis

How can we make better sense of animal behavior by using what we know about the brain? This is the first book that attempts to answer this important question by applying neural network theory. Scientists create Artificial Neural Networks (ANNs) to make models of the brain. These networks mimic the architecture of a nervous system by connecting elementary neuron-like units into networks in which they stimulate or inhibit each other's activity in much the same way neurons do. This book shows how scientists can employ ANNs to analyze animal behavior, explore the general principles of the nervous systems, and test potential generalizations among species. The authors focus on simple neural networks to show how ANNs can be investigated by math and by computers. They demonstrate intuitive concepts that make the operation of neural networks more accessible to nonspecialists.The first chapter introduces various approaches to animal behavior and provides an informal introduction to neural networks, their history, and their potential advantages. The second chapter reviews artificial neural networks, including biological foundations, techniques, and applications. The following three chapters apply neural networks to such topics as learning and development, classical instrumental condition, and the role of genes in building brain networks. The book concludes by comparing neural networks to other approaches. It will appeal to students of animal behavior in many disciplines. It will also interest neurobiologists, cognitive scientists, and those from other fields who wish to learn more about animal behavior.

Table of Contents

Ch. 1Understanding animal behavior1
Ch. 2Fundamentals of neural network models31
Ch. 3Mechanisms of behavior67
Ch. 4Learning and ontogeny129
Ch. 5Evolution173
Ch. 6Conclusions205

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