Price dynamics from a simple multiplicative random process model - Stylized facts and beyond?

被引:0
|
作者
Reimann, S. [1 ]
机构
[1] Univ Bielefeld, Res Ctr BiBoS, D-33501 Bielefeld, Germany
来源
EUROPEAN PHYSICAL JOURNAL B | 2007年 / 56卷 / 04期
关键词
DISTRIBUTIONS;
D O I
10.1140/epjb/e2007-00141-4
中图分类号
O469 [凝聚态物理学];
学科分类号
070205 ;
摘要
The existence of stylized facts suggests that there might be 'universal' mechanism which drives price evolution on financial markets in general. Based on empirical estimates of 10 major indices, we propose a stylized model of endogenous price formation on an aggregate level whose key issue is that price evolution is driven by the 'market's' expectations about future growth rates of investment. The model is a multiplicative random process with a stochastic, state-dependent growth rate which establishes a negative feedback component in the price dynamics which admits some far reaching formal analysis. Generated return trails exhibit statistical properties such as 'volatility clustering', multi scaling, and a non-Gaussian distribution which is in quantitative in agreement with stylized facts from empirical asset returns. Additionally non-equilibrium entropies are also considered. These results suggests that the structure of the model mimicks a mechanism which is essential in driving price dynamics of financial markets in general.
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页码:381 / 394
页数:14
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