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Zgurovsky, Mikhail Z.; Zaychenko, Yuriy P. - The Fundamentals of Computational Intelligence. System Approach.  - 9783319351605 - V9783319351605
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The Fundamentals of Computational Intelligence. System Approach.

€ 195.88
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Description for The Fundamentals of Computational Intelligence. System Approach. Hardback. Series: Studies in Computational Intelligence. Num Pages: 395 pages, 73 black & white illustrations, 70 colour illustrations, biography. BIC Classification: UYQ. Category: (G) General (US: Trade). Dimension: 235 x 155 x 22. Weight in Grams: 754.

This monograph is dedicated to the systematic presentation of main trends, technologies and methods of computational intelligence (CI). The book pays big attention to novel important CI technology- fuzzy logic (FL) systems and fuzzy neural networks (FNN).  Different FNN including new class of FNN- cascade neo-fuzzy neural networks are considered and their training algorithms are described and analyzedThe applications of FNN to the forecast in macroeconomics and at stock markets are examined. The book presents the problem of portfolio optimization under uncertainty, the novel theory of fuzzy portfolio optimization free of drawbacks of classical model of Markovitz as well ... Read more

This monograph also focuses on an inductive modeling method of self-organization – the so-called Group Method of Data Handling (GMDH) which enables to construct the structure of forecasting models almost automatically. The results of experimental investigations of GMDH for forecasting at stock exchanges are presented. The final chapters are devoted to theory and applications of evolutionary modeling (EM) and genetic algorithms.

The distinguishing feature of this monograph is a great number of practical examples  of CI technologies and methods application for  solution of real problems  in technology, economy  and financial sphere, in particular forecasting, classification, pattern recognition, portfolio optimization, bankruptcy risk prediction  under uncertainty which were developed by authors and published in this book for thefirst time. All CI methods and algorithms are presented from the general system approach and analysis of their properties, advantages and drawbacks that enables practitioners to choose the most adequate method for their own problems solution.

 

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Product Details

Format
Hardback
Publication date
2016
Publisher
Springer International Publishing AG Switzerland
Number of pages
395
Condition
New
Series
Studies in Computational Intelligence
Number of Pages
375
Place of Publication
Cham, Switzerland
ISBN
9783319351605
SKU
V9783319351605
Shipping Time
Usually ships in 15 to 20 working days
Ref
99-15

Reviews for The Fundamentals of Computational Intelligence. System Approach.
“The book under review is a well-written volume mainly addressing fuzzy systems. … The applications explored are geared heavily towards finance, and as such this book is probably a good introduction to CI for a graduate level course in economics, finance or social sciences. … Overall, this is a nice book, with a refreshing Eastern European style of writing … ... Read more

Goodreads reviews for The Fundamentals of Computational Intelligence. System Approach.


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