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大时间窗口下市场指数的动力学模型与非广延统计力学

Dynamical model and nonextensive statistical mechanics of a market index on large time windows.

作者信息

Ausloos M, Ivanova K

机构信息

GRASP and SUPRAS, B5, Sart Tilman, B-4000 Liège, Belgium.

出版信息

Phys Rev E Stat Nonlin Soft Matter Phys. 2003 Oct;68(4 Pt 2):046122. doi: 10.1103/PhysRevE.68.046122. Epub 2003 Oct 22.

Abstract

The shape and tails of partial distribution functions (PDF) for a financial signal, i.e., the S&P500 and the turbulent nature of the markets are linked through a model encompassing Tsallis nonextensive statistics and leading to evolution equations of the Langevin and Fokker-Planck type. A model originally proposed to describe the intermittent behavior of turbulent flows describes the behavior of normalized log returns for such a financial market index, for small and large time windows, and both for small and large log returns. These turbulent market volatility (of normalized log returns) distributions can be sufficiently well fitted with a chi(2) distribution. The transition between the small time scale model of nonextensive, intermittent process, and the large scale Gaussian extensive homogeneous fluctuation picture is found to be at ca. a 200 day time lag. The intermittency exponent kappa in the framework of the Kolmogorov log-normal model is found to be related to the scaling exponent of the PDF moments, thereby giving weight to the model. The large value of kappa points to a large number of cascades in the turbulent process. The first Kramers-Moyal coefficient in the Fokker-Planck equation is almost equal to zero, indicating "no restoring force." A comparison is made between normalized log returns and mere price increments.

摘要

金融信号(即标准普尔500指数)的部分分布函数(PDF)的形状和尾部,以及市场的动荡本质,通过一个包含Tsallis非广延统计量的模型联系起来,并由此得出朗之万型和福克 - 普朗克型的演化方程。一个最初为描述湍流的间歇性行为而提出的模型,描述了这样一个金融市场指数在小时间窗口和大时间窗口下,以及小对数收益率和大对数收益率情况下的归一化对数收益率行为。这些湍流市场波动率(归一化对数收益率的)分布能够被卡方分布充分拟合。发现非广延间歇性过程的小时间尺度模型与大尺度高斯广延均匀涨落图景之间的转变大约在200天的时间滞后处。在柯尔莫哥洛夫对数正态模型框架下的间歇性指数κ被发现与PDF矩的标度指数相关,从而为该模型提供了依据。κ的大值表明在湍流过程中有大量的级联。福克 - 普朗克方程中的第一个克莱默斯 - 莫亚尔系数几乎等于零,表明“没有恢复力”。对归一化对数收益率和单纯的价格增量进行了比较。

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