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Time Varying Moments, Regime Switch, and Crisis Warning: The Birth-Death Process with Changing Transition Probability
发布日期:2014-03-04 12:48 来源:北京大学国家发展研究院
Yinan Tang, and Ping Chen
Center for New Political Economy, Economic School, Fudan University, ShanghaiAbstract
The sub-prime crisis in the U.S. reveals the limitation of diversification strategy based on mean-variance analysis. A regime switch and a turning point can be observed using a high moment representation and time-dependent transition probability. Up-down price movements are induced by interactions among agents, which can be described by the birth-death (BD) process. Financial instability is visible by dramatically increasing 3rd to 5th moments one-quarter before and during the crisis.The sudden rising high moments provide effective warning signals of a regime-switch or a coming crisis. The critical condition of a market breakdown can be identified from nonlinear stochastic dynamics. The master equation approach of population dynamics provides a unified theory of a calm and turbulent market.Key Words: high moments, birth-death process, transition probability,regime switch, crisis warning
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