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Other titles in the Complex Adaptive Systems series:

Elements of Artificial Neural Networks (97 Edition)

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Elements of Artificial Neural Networks (97 Edition) Cover

 

Synopses & Reviews

Please note that used books may not include additional media (study guides, CDs, DVDs, solutions manuals, etc.) as described in the publisher comments.

Publisher Comments:

Elements of Artificial Neural Networks provides a clearly organized general introduction, focusing on a broad range of algorithms, for students and others who want to use neural networks rather than simply study them.

The authors, who have been developing and team teaching the material in a one-semester course over the past six years, describe most of the basic neural network models (with several detailed solved examples) and discuss the rationale and advantages of the models, as well as their limitations. The approach is practical and open-minded and requires very little mathematical or technical background. Written from a computer science and statistics point of view, the text stresses links to contiguous fields and can easily serve as a first course for students in economics and management.

The opening chapter sets the stage, presenting the basic concepts in a clear and objective way and tackling important — yet rarely addressed — questions related to the use of neural networks in practical situations. Subsequent chapters on supervised learning (single layer and multilayer networks), unsupervised learning, and associative models are structured around classes of problems to which networks can be applied. Applications are discussed along with the algorithms. A separate chapter takes up optimization methods.

The most frequently used algorithms, such as backpropagation, are introduced early on, right after perceptrons, so that these can form the basis for initiating course projects. Algorithms published as late as 1995 are also included. All of the algorithms are presented using block-structured pseudo-code, and exercises are provided throughout. Software implementing many commonly used neural network algorithms is available at the book's website.

Transparency masters, including abbreviated text and figures for the entire book, are available for instructors using the text.

Synopsis:

Transparency masters, including abbreviated text and figures for the entire book, are available for instructors using the text.

Description:

Includes bibliographical references (p. [331]-338) and index.

Product Details

ISBN:
9780262133289
Author:
Mehrotra, Kishan
Author:
Mohan, Chilukur K.
Author:
Mohan, Chilukuri
Author:
Mehrotra, Kishan
Author:
Mohan, Chilukuri K.
Author:
Ranka, Sanjay
Publisher:
A Bradford Book
Location:
Cambridge, Mass. :
Subject:
Artificial Intelligence
Subject:
Neural Networks
Subject:
Neural networks (computer science)
Subject:
Artificial Intelligence - General
Subject:
Intelligence (AI) & Semantics
Subject:
Networking - General
Series:
Complex Adaptive Systems Elements of Artificial Neural Networks
Series Volume:
v. 1300
Publication Date:
19961011
Binding:
Hardback
Grade Level:
Professional and scholarly
Language:
English
Illustrations:
Yes
Pages:
360
Dimensions:
9 x 7 in 1.7 lb
Age Level:
from 18

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Related Subjects

Computers and Internet » Artificial Intelligence » Fuzzy Logic
Computers and Internet » Artificial Intelligence » General
Computers and Internet » Computers Reference » General
Computers and Internet » Networking » General
History and Social Science » Economics » General

Elements of Artificial Neural Networks (97 Edition) Used Hardcover
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$53.00 In Stock
Product details 360 pages Bradford Book - English 9780262133289 Reviews:
"Synopsis" by , Transparency masters, including abbreviated text and figures for the entire book, are available for instructors using the text.
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