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Activity Number: 79
Type: Invited
Date/Time: Monday, August 4, 2008 : 8:30 AM to 10:20 AM
Sponsor: Business and Economics Statistics Section
Abstract - #300056
Title: A Levy-Driven, Continuous-Time GARCH Process
Author(s): Alexander Lindner*+
Companies: TU Braunschweig
Address: Institute for Mathematical Stochastics, Braunschweig, International, 38106, Germany
Keywords: COGARCH ; GARCH ; Levy process
Abstract:

A continuous time GARCH process which is driven by a Levy process is introduced. It is shown that this process shares many features with the discrete time GARCH process. In particular, the stationary distribution has heavy tails. Extensions of this process are also discussed. We then turn attention to some first estimation methods for this process, with particular emphasis on a generalized method of moment estimator. Finally, we also report on how the continuous time GARCH process approximates discrete time GARCH processes when sampled at discrete times. The talk is based on joint work with Stephan Haug (TU Munich), Claudia Klueppelberg (TU Munich) and Ross Maller (Australian National University).


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Revised September, 2008