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Gene Expression Programming Candida Ferreira

Gene Expression Programming By Candida Ferreira

Gene Expression Programming by Candida Ferreira


$365.29
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Summary

Describes the basic ideas of gene expression programming (GEP) and modifications to this algorithm. This book provides the implementation details of GEP so that anyone with elementary programming skills can implement it themselves. It includes a self-contained introduction to this field of computational intelligence.

Gene Expression Programming Summary

Gene Expression Programming: Mathematical Modeling by an Artificial Intelligence by Candida Ferreira

Candida Ferreira thoroughly describes the basic ideas of gene expression programming (GEP) and numerous modifications to this powerful new algorithm. This monograph provides all the implementation details of GEP so that anyone with elementary programming skills will be able to implement it themselves. The book also includes a self-contained introduction to this new exciting field of computational intelligence, including several new algorithms for decision tree induction, data mining, classifier systems, function finding, polynomial induction, times series prediction, evolution of linking functions, automatically defined functions, parameter optimization, logic synthesis, combinatorial optimization, and complete neural network induction. The book also discusses some important and controversial evolutionary topics that might be refreshing to both evolutionary computer scientists and biologists.

This second edition has been substantially revised and extended with five new chapters, including a new chapter describing two new algorithms for inducing decision trees with nominal and numeric/mixed attributes.

Table of Contents

Introduction: The Biological Perspective.- The Entities of Gene Expression Programming.- The Basic Gene Expression Algorithm.- The Basic GEA in Problem Solving.- Numerical Constants and the GEP-RNC Algorithm.- Automatically Defined Functions in Problem Solving.- Polynomial Induction and Time Series Prediction.- Parameter Optimization.- Decision Tree Induction.- Design of Neural Networks.- Combinatorial Optimization.- Evolutionary Studies.

Additional information

NPB9783540327967
9783540327967
3540327967
Gene Expression Programming: Mathematical Modeling by an Artificial Intelligence by Candida Ferreira
New
Hardback
Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
2006-05-24
480
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
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