000 02309 a2200277 4500
003 NISER
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020 _a9781848726482
_qPaperback
040 _aNISER LIBRARY
_beng
_cNISER LIBRARY
082 0 4 _a616.89
_bLEV-I
100 1 _aLevine, Daniel S.
245 1 0 _aIntroduction to neural and cognitive modeling
250 _a3rd edition
260 _aNew York, NY :
_bRoutledge,
_c2019.
300 _axiii, 463 pages :
_billustrations (black and white) ;
_c23 cm.
504 _aIncludes bibliographical references and index.
520 _aThis 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 0 _aNeural networks (Neurobiology)
650 0 _aNeural networks (Computer science)
650 0 _aPsychology
_xCognitive psychology
650 0 _aBrain
_xComputer simulation
856 4 1 _3Table of contents
_uhttps://books.google.de/books?id=0_d1DwAAQBAJ&pg=PR5&hl=de&source=gbs_selected_pages&cad=1#v=onepage&q&f=false
856 4 1 _3Reviews
_uhttps://www.goodreads.com/book/show/20920875-introduction-to-neural-and-cognitive-modeling?ref=nav_sb_ss_1_13#CommunityReviews
942 _cBK
_2udc
999 _c36714
_d36714