4.5 Article

Irreversibility of financial time series: A graph-theoretical approach

期刊

PHYSICS LETTERS A
卷 380, 期 20, 页码 1689-1697

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ELSEVIER SCIENCE BV
DOI: 10.1016/j.physleta.2016.03.011

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Visibility graphs; Time series irreversibility

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The relation between time series irreversibility and entropy production has been recently investigated in thermodynamic systems operating away from equilibrium. In this work we explore this concept in the context of financial time series. We make use of visibility algorithms to quantify, in graph-theoretical terms, time irreversibility of 35 financial indices evolving over the period 1998-2012. We show that this metric is complementary to standard measures based on volatility and exploit it to both classify periods of financial stress and to rank companies accordingly. We then validate this approach by finding that a projection in principal components space of financial years, based on time irreversibility features, clusters together periods of financial stress from stable periods. Relations between irreversibility, efficiency and predictability are briefly discussed. (C) 2016 Elsevier B.V. All rights reserved.

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