Introduction to neural and cognitive modeling (Record no. 560355)

000 -LEADER
fixed length control field 01694 a2200193 4500
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
ISBN 9781848726482
040 ## - CATALOGING SOURCE
Transcribing agency IIT Kanpur
041 ## - LANGUAGE CODE
Language code of text/sound track or separate title eng
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 612.82
Item number L578i3
100 ## - MAIN ENTRY--AUTHOR NAME
Personal name Levine, Daniel S.
245 ## - TITLE STATEMENT
Title Introduction to neural and cognitive modeling
Statement of responsibility, etc Daniel S. Levine
250 ## - EDITION STATEMENT
Edition statement 3rd ed.
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Name of publisher Routledge
Year of publication 2019
Place of publication New York
300 ## - PHYSICAL DESCRIPTION
Number of Pages xiii, 463p.
520 ## - SUMMARY, ETC.
Summary, etc 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.
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Term Neural networks (Neurobiology)
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Term Neural networks (Computer science)
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Koha item type Books
Holdings
Withdrawn status Lost status Damaged status Not for loan Collection code Permanent Location Current Location Date acquired Source of acquisition Cost, normal purchase price Full call number Accession Number Cost, replacement price Koha item type
        General Stacks P K Kelkar Library, IIT Kanpur P K Kelkar Library, IIT Kanpur 2019-07-08 60 3514.10 612.82 L578i3 A184471 4392.62 Books

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