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An Algorithm to Simulate VMA Processes Having a Spectrum with Fixed Condition Number
Authors:Matteo Farné
Institution:Department of Statistical Sciences, University of Bologna, Bologna, Italy
Abstract:This article proposes an algorithm to generate vector moving average (VMA) processes with a variable spectrum having a fixed condition number across frequencies. This method is based on the theory of multivariate linear spectrum for VMA processes, and is developed in a two-step procedure. Specific examples are provided, and the precision of generated time series is discussed. Such an algorithm is a useful tool to assess the performance of selected multivariate spectral estimators, and it turns out to be particularly appropriated in the Kolmogorov asymptotic estimation framework.
Keywords:Data simulation  Multivariate spectrum  Multivariate time series  Well-conditioning
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