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arxiv: 1511.00253 · v2 · submitted 2015-11-01 · 🧮 math.ST · stat.TH

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Discrete time approximation of a COGARCH(p,q) model and its estimation

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classification 🧮 math.ST stat.TH
keywords estimationmodeltimecogarchdiscreteapproximationconstructcontinuous
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In this paper, we construct a sequence of discrete time stochastic processes that converges in probability and in the Skorokhod metric to a COGARCH(p,q) model. The result is useful for the estimation of the continuous model defined for irregularly spaced time series data. The estimation procedure is based on the maximization of a pseudo log-likelihood function and is implemented in the yuima package.

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