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COGARCH(p,q): Simulation and inference with the yuima package
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نویسنده
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iacus s.m. ,mercuri l. ,rroji e.
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منبع
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journal of statistical software - 2017 - دوره : 80 - شماره : 0 - صفحه:49
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چکیده
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In this paper we show how to simulate and estimate a cogarch(p,q) model in the r package yuima. several routines for simulation and estimation are introduced. in particular,for the generation of a cogarch(p,q) trajectory,the user can choose between two alternative schemes. the first is based on the euler discretization of the stochastic differential equations that identify a cogarch(p,q) model while the second considers the explicit solution of the equations defining the variance process. estimation is based on the matching of the empirical with the theoretical autocorrelation function. three different approaches are implemented: minimization of the mean squared error,minimization of the absolute mean error and the generalized method of moments where the weighting matrix is continuously updated. numerical examples are given in order to explain methods and classes used in the yuima package. © 2017,american statistical association. all rights reserved.
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کلیدواژه
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COGARCH(p ,q) processes; Inference; YUIMA project
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آدرس
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department of economics,management and quantitative methods,university of milan,crest japan science and technology agency, Italy, department of economics,management and quantitative methods,university of milan, Italy, department of economics,business,mathematical and statistical sciences,university of trieste, Italy
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Authors
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