António M.L. Canelas Rui F.M.F. Neves Nuno C.G. Horta Canelas Investment Strategies Optimization based on a SAX-GA Methodology

Investment Strategies Optimization based on a SAX-GA Methodology

von António M.L. Canelas Rui F.M.F. Neves Nuno C.G. Horta

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Beschreibung

This book presents a new computational finance approach combining a Symbolic Aggregate approXimation (SAX) technique with an optimization kernel based on genetic algorithms (GA). While the SAX representation is used to describe the financial time series, the evolutionary optimization kernel is used in order to identify the most relevant patterns and generate investment rules. The proposed approach considers several different chromosomes structures in order to achieve better results on the trading platform The methodology presented in this book has great potential on investment markets.
This book presents a new computational finance approach combining a Symbolic Aggregate approximation (SAX) technique with an optimization kernel based on genetic algorithms (GA). While the SAX representation is used to describe the financial time series, the evolutionary optimization kernel is used in order to identify the most relevant patterns and generate investment rules. The proposed approach considers several different chromosomes structures in order to achieve better results on the trading platform The methodology presented in this book has great potential on investment markets.
Presents a new computational finance approach combining SAX and GA Shows soft computing and computational intelligence as solutions for financial markets Case studies presented help identifying the investment strategy to apply in different situations Includes supplementary material: sn.pub/extras

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António M.L. Canelas

Themen in »Investment Strategies Optimization based on a SAX-GA Methodology«

Financial Market Frequent Patterns Genetic Algorithm Pattern Discovery Pattern Recognition SAX Representation quantitative finance

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From the reviews:

“The book is accessible by anyone with a broad knowledge of statistics and algorithms, and an interest in finance. The nicely done, comprehensive illustrations make this complicated subject easy to understand, and compensate for the often-clumsy sentence structure. I recommend the book … .” (Martin Gfeller, Computing Reviews, May, 2013)
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Details

ISBN: 9783642331091
Verlag: Springer Berlin
Erscheinung: 28.09.2012

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