Applied Genetic Programming and Machine Learning true
By:Hitoshi Iba,Yoshihiko Hasegawa,Topon Kumar Paul
Published on 2009-08-26 by CRC Press
What do financial data prediction, day-trading rule development, and bio-marker selection have in common? They are just a few of the tasks that could potentially be resolved with genetic programming and machine learning techniques. Written by leaders in this field, Applied Genetic Programming and Machine Learning delineates the extension of Genetic Programming (GP) for practical applications. Reflecting rapidly developing concepts and emerging paradigms, this book outlines how to use machine learning techniques, make learning operators that efficiently sample a search space, navigate the search process through the design of objective fitness functions, and examine the search performance of the evolutionary system. It provides a methodology for integrating GP and machine learning techniques, establishing a robust evolutionary framework for addressing tasks from areas such as chaotic time-series prediction, system identification, financial forecasting, classification, and data mining. The book provides a starting point for the research of extended GP frameworks with the integration of several machine learning schemes. Drawing on empirical studies taken from fields such as system identification, finanical engineering, and bio-informatics, it demonstrates how the proposed methodology can be useful in practical inductive problem solving.
This Book was ranked at 18 by Google Books for keyword Machine Learning.
Book ID of Applied Genetic Programming and Machine Learning's Books is 5JOYtppm4KYC, Book which was written byHitoshi Iba,Yoshihiko Hasegawa,Topon Kumar Paulhave ETAG "JR4Y3ctZzkI"
Book which was published by CRC Press since 2009-08-26 have ISBNs, ISBN 13 Code is 9781439803707 and ISBN 10 Code is 1439803706
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Book which have "349 Pages" is Printed at BOOK under CategoryComputers
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Applied Genetic Programming and Machine Learning -Hitoshi Iba,Yoshihiko Hasegawa,Topon Kumar Paul- 9781439803707
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