دانلود مقاله ISI انگلیسی شماره 101042
ترجمه فارسی عنوان مقاله

هرج و مرج نادیده گرفته شده در بازار سهام بین المللی: تجزیه و تحلیل بیزی برای سیستم دینامیکی انرژی برگشت پذیر

عنوان انگلیسی
Neglected chaos in international stock markets: Bayesian analysis of the joint returnvolatility dynamical system
کد مقاله سال انتشار تعداد صفحات مقاله انگلیسی
101042 2017 13 صفحه PDF
منبع

Publisher : Elsevier - Science Direct (الزویر - ساینس دایرکت)

Journal : Physica A: Statistical Mechanics and its Applications, Volume 482, 15 September 2017, Pages 95-107

پیش نمایش مقاله
پیش نمایش مقاله  هرج و مرج نادیده گرفته شده در بازار سهام بین المللی: تجزیه و تحلیل بیزی برای سیستم دینامیکی انرژی برگشت پذیر

چکیده انگلیسی

We use a novel Bayesian inference procedure for the Lyapunov exponent in the dynamical system of returns and their unobserved volatility. In the dynamical system, computation of largest Lyapunov exponent by traditional methods is impossible as the stochastic nature has to be taken explicitly into account due to unobserved volatility. We apply the new techniques to daily stock return data for a group of six countries, namely USA, UK, Switzerland, Netherlands, Germany and France, from 2003 to 2014, by means of Sequential Monte Carlo for Bayesian inference. The evidence points to the direction that there is indeed noisy chaos both before and after the recent financial crisis. However, when a much simpler model is examined where the interaction between returns and volatility is not taken into consideration jointly, the hypothesis of chaotic dynamics does not receive much support by the data (“neglected chaos”).