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Introduction to Neural and Cognitive Modeling - 3rd Edition (Paperback, 3rd edition)
Loot Price: R1,849
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Introduction to Neural and Cognitive Modeling - 3rd Edition (Paperback, 3rd edition)
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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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