Applied Genetic Programming and Machine Learning: 1st Edition (Paperback) book cover

Applied Genetic Programming and Machine Learning

1st Edition

By Hitoshi Iba, Yoshihiko Hasegawa, Topon Kumar Paul

CRC Press

349 pages

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Description

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.

Table of Contents

Introduction. Genetic Programming. Numerical Approach to Genetic Programming. Classification by Ensemble of Genetic Programming Rules. Probabilistic Program Evolution. Appendix: GUI Systems and Source Codes. References. Index.

About the Authors

Iba, Hitoshi; Hasegawa, Yoshihiko; Paul, Topon Kumar

Subject Categories

BISAC Subject Codes/Headings:
COM000000
COMPUTERS / General
COM012040
COMPUTERS / Programming / Games
COM021030
COMPUTERS / Database Management / Data Mining
TEC008000
TECHNOLOGY & ENGINEERING / Electronics / General