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GARCH,jumps and permanent and transitory components of volatility: the case of the Taiwan exchange rate
Affiliation:1. Center for Robotics, School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu 611731, PR China;2. School of Electronics and Information Engineering, Beihang University, Beijing, PR China;3. School of Electronic Engineering, University of Electronic Science and Technology of China, Chengdu 611731, PR China;1. Control and System Theory, EECS, University of Kassel, Germany
Abstract:This paper investigates whether there are three distinctive features in financial asset prices, that is, time-varying conditional volatility, jumps and the component factors of volatility. It adopts a component-GARCH-Jump, which can efficiently capture the three features simultaneously. Our results demonstrate that the three features exist in the Taiwan exchange rate. Besides time-varying conditional volatility, our model identifies 172 jumps between 5 January 1988 and 21 March 2003. The empirical evidence shows that the permanent component of the conditional variance is a relatively smooth movement except for a fairly sharp shift which began in 1997. This means that the effect of the Asian crisis shock might very well have exerted not only a transitory jump effect, but also a permanent effect on Taiwan’s exchange rate.
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