Introduction to Neural and Cognitive Modeling (Chap. 3 "Associative Learning and Synaptic Plasticity")
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by Daniel S. Levine.
492 pgs.
This thoroughly, thoughtfully revised edition of a very successful textbook makes the principles and the details of neural network modeling accessible to cognitive scientists of all varieties as well as to others interested in these models. Research since the publication of the first edition has...
This thoroughly, thoughtfully revised edition of a very successful textbook makes the principles and the details of neural network modeling accessible to cognitive scientists of all varieties as well as to others interested in these models. Research since the publication of the first edition has been systematically incorporated into a framework of proven pedagogical value. Features of the second edition include: * A new section on spatiotemporal pattern processing * Coverage of ARTMAP networks (the supervised version of adaptive resonance networks) and recurrent back-propagation networks * A vastly expanded section on models of specific brain areas, such as the cerebellum, hippocampus, basal ganglia, and visual and motor cortex * Up-to-date coverage of applications of neural networks in areas such as combinatorial optimization and knowledge representation As in the first edition, the text includes extensive introductions to neuroscience and to differential and difference equations as appendices for students without the requisite background in these areas. As graphically revealed in the flowchart in the front of the book, the text begins with simpler processes and builds up to more complex multilevel functional systems. For more information visit the author's personal Web site at www.uta.edu/psychology/faculty/levine/
Classical Conditioning
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by Isidore Gormezano, William F. Prokasy, Richard F. Thompson.
422 pgs.
...classical conditioning preparations...adaptation, associative learning and the underlying...theories of learning. However...classical conditioning also has...study of...
Handbook of Contemporary Learning Theories (Chap. 4 "Experimental Extinction" by Robert A. Rescorla)
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by Robert R. Mowrer, Stephen B. Klein.
624 pgs.
Mowrer and Klein have long been making contributions to the field of contemporary learning theories. Their first two-volume set included chapters authored by many of the leading researchers in the field of animal learning and focused primarily on Pavlovian theory and instrumental conditioning. These...
Mowrer and Klein have long been making contributions to the field of contemporary learning theories. Their first two-volume set included chapters authored by many of the leading researchers in the field of animal learning and focused primarily on Pavlovian theory and instrumental conditioning. These impartial texts were an important addition to the field and remain widely cited. Over the last decade research on the nature of the learning process has evolved considerably. The research in this new volume represents the cutting-edge contributions of first rate authors and co-authors. These 14 chapters deal with the theoretical perspectives concerning the nature of the learning process, as well as the innovative research that supports these positions. This text is bound to be invaluable to both students and faculty of psychology and related disciplines, as well as to outside scholars. Key features include: * an introductory chapter describing general theories of learning and the causes of the shift to more specific, contemporary theories; * five chapters detailing the research and theories of the nature of Pavlovian Conditioning; * four chapters dealing with the current thinking and research on the nature of instrumental operant conditioning; * three chapters describing the link between learning and physiology; and * a concluding chapter detailing the application of learning theory to abnormal psychology.