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2018 | OriginalPaper | Chapter

3. State-of-the-Art in Pattern Recognition Techniques

Authors : João Baúto, Rui Neves, Nuno Horta

Published in: Parallel Genetic Algorithms for Financial Pattern Discovery Using GPUs

Publisher: Springer International Publishing

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Abstract

Pattern recognition, matching or discovery are terms associated with the comparison of an input query, a pattern, with a time series sequence. These input queries can be patterns similar to those presented in Chen (Essentials of Technical Analysis for Financial Markets, 2010 [1]) or user-defined ones. Although focus will be in pattern matching techniques applied to financial time series, these techniques proved to be very versatile and expandable to different areas, going from the medical sector with applications in Electrocardiogram (ECG) Chen et al. (Comput Methods Programs Biomed 74:11–27, 2004 [2]) to the energy sector with forecasting and modelling of buildings energetic profile Iglesias and Kastner (Energies 6:579, 2013 [3]).

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Literature
1.
go back to reference J. Chen, Essentials of Technical Analysis for Financial Markets, 1st edn (2010) J. Chen, Essentials of Technical Analysis for Financial Markets, 1st edn (2010)
6.
go back to reference Z. Zhang, J. Jiang, X. Liu, R. Lau, H. Wang, R. Zhang, A real time hybrid pattern matching scheme for stock time series, in Proceedings of the Twenty-First Australasian Conference on Database Technologies—Volume 104, ser. ADC 2010, Darlinghurst, Australia, Australia: Australian Computer Society, Inc. (2010), pp. 161–170, http://dl.acm.org/citation.cfm?id=1862242.1862263 Z. Zhang, J. Jiang, X. Liu, R. Lau, H. Wang, R. Zhang, A real time hybrid pattern matching scheme for stock time series, in Proceedings of the Twenty-First Australasian Conference on Database Technologies—Volume 104, ser. ADC 2010, Darlinghurst, Australia, Australia: Australian Computer Society, Inc. (2010), pp. 161–170, http://​dl.​acm.​org/​citation.​cfm?​id=​1862242.​1862263
8.
go back to reference A. Zapranis, P. Tsinaslanidis, Identification of the head-and-shoulders technical analysis pattern with neural networks, in Artificial Neural Networks—ICANN 2010, ed. by K. Diamantaras, W. Duch, L. Iliadis. Lecture Notes in Computer Science, vol. 6354 (Springer, Berlin Heidelberg, 2010) pp. 130–136. https://doi.org/10.1007/978-3-642-15825-417 A. Zapranis, P. Tsinaslanidis, Identification of the head-and-shoulders technical analysis pattern with neural networks, in Artificial Neural Networks—ICANN 2010, ed. by K. Diamantaras, W. Duch, L. Iliadis. Lecture Notes in Computer Science, vol. 6354 (Springer, Berlin Heidelberg, 2010) pp. 130–136. https://​doi.​org/​10.​1007/​978-3-642-15825-417
Metadata
Title
State-of-the-Art in Pattern Recognition Techniques
Authors
João Baúto
Rui Neves
Nuno Horta
Copyright Year
2018
DOI
https://doi.org/10.1007/978-3-319-73329-6_3

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