عنوان

Introduction to neural and cognitive modeling /

(Number (ISBN

0429448805

(Number (ISBN

0429828780

(Number (ISBN

0429828799

(Number (ISBN

0429828802

(Number (ISBN

9780429448805

(Number (ISBN

9780429828782

(Number (ISBN

9780429828799

(Number (ISBN

9780429828805

Erroneous ISBN

1848726481

Erroneous ISBN

9781848726475

Erroneous ISBN

9781848726482

Title Proper

Introduction to neural and cognitive modeling /

General Material Designation

[Book]

First Statement of Responsibility

Daniel S. Levine.

Edition Statement

Third edition.

Place of Publication, Distribution, etc.

London :

Name of Publisher, Distributor, etc.

Routledge,

Date of Publication, Distribution, etc.

2018.

Specific Material Designation and Extent of Item

1 online resource :

Other Physical Details

illustrations (black and white)

Text of Note

Includes bibliographical references and index.

Text of Note

Contents -- Part I: Foundations of Neural Network Theory -- Chapter 1: Neural Networks for Modeling Behavior -- Chapter 2: Historical Outline -- Chapter 3: Associative Learning and Synaptic Plasticity -- Chapter 4: Competition, Lateral Inhibition, and Short-Term Memory -- Part II: Computational Cognitive Neuroscience -- Chapter 5: Progress in Cognitive Neuroscience -- Chapter 6: Models of Conditioning and Reinforcement Learning -- Chapter 7: Models of Coding, Categorization, and Unsupervised Learning -- Chapter 8: Models of Supervised Pattern and Category Learning -- Chapter 9: Models of Complex Mental Functions -- Appendices -- Appendix 1: Mathematical Techniques for Neural Networks -- Appendix 2: Basic Facts of Neurobiology -- References.

0

Text of Note

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.

Source for Acquisition/Subscription Address

Ingram Content Group

Stock Number

9780429828799

International Standard Book Number

9781848726475

Neural networks (Computer science)

Neural networks (Neurobiology)

Neural networks (Computer science)

Neural networks (Neurobiology)

PSYCHOLOGY-- Cognitive Psychology.

JMR

PSY-- 008000

Number

Edition

Class number

Levine, Daniel S.

Date of Transaction

20200823061618.0

Cataloguing Rules (Descriptive Conventions))

pn

Electronic name

[Book]

Y