Multiple Time Series Ising Model for Financial Market Simulations
[摘要] In this paper we propose an Ising model which simulates multiple financial time series. Our model introduces the interaction which couples to spins of other systems. Simulations from our model show that time series exhibit the volatility clustering that is often observed in the real financial markets. Furthermore we also find non-zero cross correlations between the volatilities from our model. Thus our model can simulate stock markets where volatilities of stocks are mutually correlated.
[发布日期] [发布机构] Hiroshima University of Economics, Hiroshima; 731-0192, Japan^1
[效力级别] 数学 [学科分类]
[关键词] Financial market simulation;Financial time series;Multiple time series;Non-zero cross correlation;Volatility clustering [时效性]