We investigate the time evolution of financial cross-correlation coefficients during financial crises and compare them to what is observed in periods of stability. We choose three main events, the Dot.Com Bubble, the market crisis which followed the attacks at the Twin Towers in 2001 and the recent subprime crisis. Each of them has a different nature and a different impact on the market, which we analyze by studying separately different economic sectors. As a general trend, we observe an increase of correlation during these high volatility periods and a broadening of the distributions of correlation coefficients. We then compare the spectra of the cross-correlation matrices, calculated in different periods of three years, with the distribution of eigenvalues predicted by the Random Matrix Theory. We find that these spectra are markedly perturbated during crisis periods. Finally we show how a simple stochastic model can produce similar results. We investigate the time evolution of financial cross-correlation coefficients during financial crises and compare them to what is observed in periods of stability. We choose three main events, the Dot.Com Bubble, the market crisis which followed the attacks at the Twin Towers in 2001 and the recent subprime crisis. Each of them has a different nature and a different impact on the market, which we analyze by studying separately different economic sectors. As a general trend, we observe an increase of correlation during these high volatility periods and a broadening of the distributions of correlation coefficients. We then compare the spectra of the cross-correlation matrices, calculated in different periods of three years, with the distribution of eigenvalues predicted by the Random Matrix Theory. We find that these spectra are markedly perturbated during crisis periods. Finally we show how a simple stochastic model can produce similar results.

Time evolution of financial cross-correlation coefficients across market crisis / Tacchella, Andrea; Cristelli, Matthieu; Andrea, Zaccaria; Pietronero, Luciano. - In: INTERNATIONAL JOURNAL OF MODERN PHYSICS CONFERENCE SERIES. - ISSN 2010-1945. - STAMPA. - 16:Conference Series(2012), pp. 82-92. [10.1142/s2010194512007799]

Time evolution of financial cross-correlation coefficients across market crisis

TACCHELLA, ANDREA;CRISTELLI, MATTHIEU;PIETRONERO, Luciano
2012

Abstract

We investigate the time evolution of financial cross-correlation coefficients during financial crises and compare them to what is observed in periods of stability. We choose three main events, the Dot.Com Bubble, the market crisis which followed the attacks at the Twin Towers in 2001 and the recent subprime crisis. Each of them has a different nature and a different impact on the market, which we analyze by studying separately different economic sectors. As a general trend, we observe an increase of correlation during these high volatility periods and a broadening of the distributions of correlation coefficients. We then compare the spectra of the cross-correlation matrices, calculated in different periods of three years, with the distribution of eigenvalues predicted by the Random Matrix Theory. We find that these spectra are markedly perturbated during crisis periods. Finally we show how a simple stochastic model can produce similar results. We investigate the time evolution of financial cross-correlation coefficients during financial crises and compare them to what is observed in periods of stability. We choose three main events, the Dot.Com Bubble, the market crisis which followed the attacks at the Twin Towers in 2001 and the recent subprime crisis. Each of them has a different nature and a different impact on the market, which we analyze by studying separately different economic sectors. As a general trend, we observe an increase of correlation during these high volatility periods and a broadening of the distributions of correlation coefficients. We then compare the spectra of the cross-correlation matrices, calculated in different periods of three years, with the distribution of eigenvalues predicted by the Random Matrix Theory. We find that these spectra are markedly perturbated during crisis periods. Finally we show how a simple stochastic model can produce similar results.
2012
agents' behaviour; correlation matrix; financial markets
01 Pubblicazione su rivista::01a Articolo in rivista
Time evolution of financial cross-correlation coefficients across market crisis / Tacchella, Andrea; Cristelli, Matthieu; Andrea, Zaccaria; Pietronero, Luciano. - In: INTERNATIONAL JOURNAL OF MODERN PHYSICS CONFERENCE SERIES. - ISSN 2010-1945. - STAMPA. - 16:Conference Series(2012), pp. 82-92. [10.1142/s2010194512007799]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/518337
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