Identifying Patterns in Financial Markets: New Approach Combining Rules Between PIPs and SAX

Author:   João Leitão ,  Rui Ferreira Neves ,  Nuno C.G. Horta
Publisher:   Springer International Publishing AG
Edition:   1st ed. 2018
ISBN:  

9783319701592


Pages:   66
Publication Date:   18 January 2018
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Identifying Patterns in Financial Markets: New Approach Combining Rules Between PIPs and SAX


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Overview

This book describes a new pattern discovery approach based on the combination among rules between Perceptually Important Points (PIPs) and the Symbolic Aggregate approximation (SAX) representation optimized by Genetic Algorithm (GA). The proposed approach was tested with real data from S&P500 index and all the results obtained outperform the Buy&Hold strategy. Three different case studies are presented by the authors.

Full Product Details

Author:   João Leitão ,  Rui Ferreira Neves ,  Nuno C.G. Horta
Publisher:   Springer International Publishing AG
Imprint:   Springer International Publishing AG
Edition:   1st ed. 2018
Weight:   0.454kg
ISBN:  

9783319701592


ISBN 10:   3319701592
Pages:   66
Publication Date:   18 January 2018
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Introduction.- Related Work.- SIR/GA approach.- Case studies.

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Author Information

João Maria Rodrigues Leitão is a software engineer at PASS, S.A., Portugal. His research activity focus on pattern recognition and evolutionary computation in financial markets. Rui Ferreira  Neves is a professor at Instituto Superior Técnico, Portugal, since 2005. His research activity focus on evolutionary computation and pattern matching applied to the financial markets, sensor networks, embedded systems and mixed signal integrated circuits. He uses both fundamental, technical and pattern matching indicators to find the evolution of the financial markets. Nuno Horta is the Head of the Integrated Circuits Group at Instituto de Telecomunicações, Portugal. His research interests are mainly in analog and mixed-signal IC design, analog IC design automation, soft computing and data science.

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