Estimating parameters of a k-factor GIGARCH process |
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Authors: | Abdou Kâ Diongue Dominique Guégan |
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Affiliation: | 1. ENS Cachan IDHE-MORA, UMR CNRS 8533, 61, avenue du président Wilson, 94231 Cachan cedex, France;2. EDF R&D, 1, avenue du général de Gaulle, 92141 Clamart cedex, France |
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Abstract: | Some crucial time series of market data, such as electricity spot prices, exhibit long-memory, in the sense of slowly-decaying correlations combined with heteroskedasticity. To be able to modelize such a behaviour, we consider in this Note the k-factor GIGARCH process and we propose two methods to address the related parameter estimation problem. For each method, we develop the asymptotic theory for the estimation. To cite this article: A.K. Diongue, D. Guégan, C. R. Acad. Sci. Paris, Ser. I 339 (2004). |
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