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Asymmetry of price returns—Analysis and perspectives from a non-extensive statistical physics point of view
We study how the approach grounded on non-extensive statistical physics can be applied to describe and distinguish different stages of the stock and money market development. A particular attention is given to asymmetric behavior of fat tailed distributions of positive and negative returns. A new me...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5708761/ https://www.ncbi.nlm.nih.gov/pubmed/29190696 http://dx.doi.org/10.1371/journal.pone.0188541 |
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author | Bil, Łukasz Grech, Dariusz Zienowicz, Magdalena |
author_facet | Bil, Łukasz Grech, Dariusz Zienowicz, Magdalena |
author_sort | Bil, Łukasz |
collection | PubMed |
description | We study how the approach grounded on non-extensive statistical physics can be applied to describe and distinguish different stages of the stock and money market development. A particular attention is given to asymmetric behavior of fat tailed distributions of positive and negative returns. A new method to measure this asymmetry is proposed. It is based on the value of the non-extensive Tsallis parameter q. The new quantifier of the relative asymmetry level between tails in terms of the Tsallis parameters q(±) is provided to analyze the effect of memory in data caused by nonlinear autocorrelations. The presented analysis takes into account data of separate stocks from the main developing stock market in Europe, i.e., the Warsaw Stock Exchange (WSE) in Poland and—for comparison—data from the most mature money market (Forex). It is argued that the proposed new quantifier is able to describe the stage of market development and its robustness to speculation. The main strength is put on a description and interpretation of the asymmetry between statistical properties of positive and negative returns for various stocks and for diversified time-lags Δt of data counting. The particular caution in this context is addressed to the difference between intraday and interday returns. Our search is extended to study memory effects and their dependence on the quotation frequency for similar large companies—owners of food-industrial retail supermarkets acting on both Polish and European markets (Eurocash, Jeronimo-Martins, Carrefour, Tesco)—but traded on various European stock markets of diversified economical maturity (respectively in Warsaw, Lisbon, Paris and London). The latter analysis seems to indicate quantitatively that stocks from the same economic sector traded on different markets within European Union (EU) may be a target of diversified level of speculations involved in trading independently on the true economic situation of the company. Our work thus gives indications that the statement:” where you are is more important than who you are” is true on trading markets. |
format | Online Article Text |
id | pubmed-5708761 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-57087612017-12-15 Asymmetry of price returns—Analysis and perspectives from a non-extensive statistical physics point of view Bil, Łukasz Grech, Dariusz Zienowicz, Magdalena PLoS One Research Article We study how the approach grounded on non-extensive statistical physics can be applied to describe and distinguish different stages of the stock and money market development. A particular attention is given to asymmetric behavior of fat tailed distributions of positive and negative returns. A new method to measure this asymmetry is proposed. It is based on the value of the non-extensive Tsallis parameter q. The new quantifier of the relative asymmetry level between tails in terms of the Tsallis parameters q(±) is provided to analyze the effect of memory in data caused by nonlinear autocorrelations. The presented analysis takes into account data of separate stocks from the main developing stock market in Europe, i.e., the Warsaw Stock Exchange (WSE) in Poland and—for comparison—data from the most mature money market (Forex). It is argued that the proposed new quantifier is able to describe the stage of market development and its robustness to speculation. The main strength is put on a description and interpretation of the asymmetry between statistical properties of positive and negative returns for various stocks and for diversified time-lags Δt of data counting. The particular caution in this context is addressed to the difference between intraday and interday returns. Our search is extended to study memory effects and their dependence on the quotation frequency for similar large companies—owners of food-industrial retail supermarkets acting on both Polish and European markets (Eurocash, Jeronimo-Martins, Carrefour, Tesco)—but traded on various European stock markets of diversified economical maturity (respectively in Warsaw, Lisbon, Paris and London). The latter analysis seems to indicate quantitatively that stocks from the same economic sector traded on different markets within European Union (EU) may be a target of diversified level of speculations involved in trading independently on the true economic situation of the company. Our work thus gives indications that the statement:” where you are is more important than who you are” is true on trading markets. Public Library of Science 2017-11-30 /pmc/articles/PMC5708761/ /pubmed/29190696 http://dx.doi.org/10.1371/journal.pone.0188541 Text en © 2017 Bil et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Bil, Łukasz Grech, Dariusz Zienowicz, Magdalena Asymmetry of price returns—Analysis and perspectives from a non-extensive statistical physics point of view |
title | Asymmetry of price returns—Analysis and perspectives from a non-extensive statistical physics point of view |
title_full | Asymmetry of price returns—Analysis and perspectives from a non-extensive statistical physics point of view |
title_fullStr | Asymmetry of price returns—Analysis and perspectives from a non-extensive statistical physics point of view |
title_full_unstemmed | Asymmetry of price returns—Analysis and perspectives from a non-extensive statistical physics point of view |
title_short | Asymmetry of price returns—Analysis and perspectives from a non-extensive statistical physics point of view |
title_sort | asymmetry of price returns—analysis and perspectives from a non-extensive statistical physics point of view |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5708761/ https://www.ncbi.nlm.nih.gov/pubmed/29190696 http://dx.doi.org/10.1371/journal.pone.0188541 |
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