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Memory effects in stock price dynamics: evidences of technical trading

Technical trading represents a class of investment strategies for Financial Markets based on the analysis of trends and recurrent patterns in price time series. According standard economical theories these strategies should not be used because they cannot be profitable. On the contrary, it is well-k...

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Autores principales: Garzarelli, Federico, Cristelli, Matthieu, Pompa, Gabriele, Zaccaria, Andrea, Pietronero, Luciano
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3967202/
https://www.ncbi.nlm.nih.gov/pubmed/24671011
http://dx.doi.org/10.1038/srep04487
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author Garzarelli, Federico
Cristelli, Matthieu
Pompa, Gabriele
Zaccaria, Andrea
Pietronero, Luciano
author_facet Garzarelli, Federico
Cristelli, Matthieu
Pompa, Gabriele
Zaccaria, Andrea
Pietronero, Luciano
author_sort Garzarelli, Federico
collection PubMed
description Technical trading represents a class of investment strategies for Financial Markets based on the analysis of trends and recurrent patterns in price time series. According standard economical theories these strategies should not be used because they cannot be profitable. On the contrary, it is well-known that technical traders exist and operate on different time scales. In this paper we investigate if technical trading produces detectable signals in price time series and if some kind of memory effects are introduced in the price dynamics. In particular, we focus on a specific figure called supports and resistances. We first develop a criterion to detect the potential values of supports and resistances. Then we show that memory effects in the price dynamics are associated to these selected values. In fact we show that prices more likely re-bounce than cross these values. Such an effect is a quantitative evidence of the so-called self-fulfilling prophecy, that is the self-reinforcement of agents' belief and sentiment about future stock prices' behavior.
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spelling pubmed-39672022014-03-27 Memory effects in stock price dynamics: evidences of technical trading Garzarelli, Federico Cristelli, Matthieu Pompa, Gabriele Zaccaria, Andrea Pietronero, Luciano Sci Rep Article Technical trading represents a class of investment strategies for Financial Markets based on the analysis of trends and recurrent patterns in price time series. According standard economical theories these strategies should not be used because they cannot be profitable. On the contrary, it is well-known that technical traders exist and operate on different time scales. In this paper we investigate if technical trading produces detectable signals in price time series and if some kind of memory effects are introduced in the price dynamics. In particular, we focus on a specific figure called supports and resistances. We first develop a criterion to detect the potential values of supports and resistances. Then we show that memory effects in the price dynamics are associated to these selected values. In fact we show that prices more likely re-bounce than cross these values. Such an effect is a quantitative evidence of the so-called self-fulfilling prophecy, that is the self-reinforcement of agents' belief and sentiment about future stock prices' behavior. Nature Publishing Group 2014-03-27 /pmc/articles/PMC3967202/ /pubmed/24671011 http://dx.doi.org/10.1038/srep04487 Text en Copyright © 2014, Macmillan Publishers Limited. All rights reserved http://creativecommons.org/licenses/by-nc-sa/3.0/ This work is licensed under a Creative Commons Attribution-NonCommercial- ShareALike 3.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-sa/3.0/
spellingShingle Article
Garzarelli, Federico
Cristelli, Matthieu
Pompa, Gabriele
Zaccaria, Andrea
Pietronero, Luciano
Memory effects in stock price dynamics: evidences of technical trading
title Memory effects in stock price dynamics: evidences of technical trading
title_full Memory effects in stock price dynamics: evidences of technical trading
title_fullStr Memory effects in stock price dynamics: evidences of technical trading
title_full_unstemmed Memory effects in stock price dynamics: evidences of technical trading
title_short Memory effects in stock price dynamics: evidences of technical trading
title_sort memory effects in stock price dynamics: evidences of technical trading
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3967202/
https://www.ncbi.nlm.nih.gov/pubmed/24671011
http://dx.doi.org/10.1038/srep04487
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