Pattern Recognition by Self-Organising Neural Networks (Bradford Books) - Hardcover

Carpenter, Gail A.

Hardcover

ISBN 10: 0262031760 ISBN 13: 9780262031769

Verlag: MIT Press Ltd, 1991

Inhaltsangabe

Pattern Recognition by Self-Organizing Neural Networks presentsthe most recent advances in an area of research that is becoming vitally important in the fields ofcognitive science, neuroscience, artificial intelligence, and neural networks in general. The 19articles take up developments in competitive learning and computational maps, adaptive resonancetheory, and specialized architectures and biological connections.

Introductorysurvey articles provide a framework for understanding the many models involved in various approachesto studying neural networks. These are followed in Part 2 by articles that form the foundation formodels of competitive learning and computational mapping, and recent articles by Kohonen, applyingthem to problems in speech recognition, and by Hecht-Nielsen, applying them to problems in designingadaptive lookup tables. Articles in Part 3 focus on adaptive resonance theory (ART) networks,selforganizing pattern recognition systems whose top-down template feedback signals guarantee theirstable learning in response to arbitrary sequences of input patterns. In Part 4, articles describeembedding ART modules into larger architectures and provide experimental evidence fromneurophysiology, event-related potentials, and psychology that support the prediction that ARTmechanisms exist in the brain.

Contributors: J.-P. Banquet, G.A. Carpenter, S.Grossberg, R. Hecht-Nielsen, T. Kohonen, B. Kosko, T.W. Ryan, N.A. Schmajuk, W. Singer, D. Stork, C.von der Malsburg, C.L. Winter.

Über diesen Titel

Über die Autorin bzw. den Autor

Gail A. Carpenter is Professor of Mathematics and Cognitive and Neural Systems and Director of the CNS Technology Lab at Boston University. Stephen Grossberg is Professor of Mathematics, Psychology, and Biomedical Engineering and Director of the Center for Adaptive Systems at Boston University.

Details zur Ausgabe

• Verlag: MIT Press Ltd
• Erscheinungsdatum: 1991
• Sprache: Englisch
• ISBN 10: 0262031760
• ISBN 13: 9780262031769
• Einband: Gebundene Ausgabe
• Anzahl der Seiten: 710
• Herausgeber: Grossberg Stephen
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: Purmerul LTD; https://strengholt.nl/en/; ; 22 Liuleburgaz Str., floor 4, app. 9; Plovdiv; Bulgarien