Introduction to Neural and Cognitive Modeling: 3rd Edition - Rilegato

Levine, Daniel S.

Rilegato

ISBN 10: 1848726473 ISBN 13: 9781848726475

Casa editrice: Routledge, 2022

Riassunto

This textbook provides a general introduction to the field of neural networks. Thoroughly revised and updated from the previous editions of 1991 and 2000, the current edition concentrates on networks for modeling brain processes involved in cognitive and behavioral functions. Part one explores the philosophy of modeling and the field’s history starting from the mid-1940s, and then discusses past models of associative learning and of short-term memory that provide building blocks for more complex recent models. Part two of the book reviews recent experimental findings in cognitive neuroscience and discusses models of conditioning, categorization, category learning, vision, visual attention, sequence learning, behavioral control, decision making, reasoning, and creativity. The book presents these models both as abstract ideas and through examples and concrete data for specific brain regions.

The book includes two appendices to help ground the reader: one reviewing the mathematics used in network modeling, and a second reviewing basic neuroscience at both the neuron and brain region level. The book also includes equations, practice exercises, and thought experiments.

Su questo libro

Informazioni sull'autore

Daniel S. Levine is Professor of Psychology at the University of Texas at Arlington. He is a Fellow and former President of the International Neural Network Society. His research involves computational modeling of brain processes in decision making and cognitive-emotional interactions.

Dettagli dell'edizione

• Editore: Routledge
• Data di pubblicazione: 2022
• Lingua: Inglese
• ISBN 10: 1848726473
• ISBN 13: 9781848726475
• Rilegatura: Copertina rigida
• Numero edizione: 3
• Numero di pagine: 480
• Contatto del produttore: Taylor and Francis, GPSR Taylor and Francis; gpsr@taylorandfrancis.com; ; Taylor & Francis Verlag GmbH, Kaufingerstraße 24; München; 80331; Germania