Description: 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.
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EAN: 9781848726475
UPC: 9781848726475
ISBN: 9781848726475
MPN: N/A
Book Title: Introduction to Neural and Cognitive Modeling: 3rd
Item Length: 22.9 cm
Number of Pages: 466 Pages
Language: English
Publication Name: Introduction to Neural and Cognitive Modeling: 3rd Edition
Publisher: Taylor & Francis Ltd
Publication Year: 2018
Item Height: 229 mm
Item Weight: 1070 g
Type: Textbook
Author: Daniel S. Levine
Subject Area: Developmental Psychology
Item Width: 152 mm
Format: Hardcover
