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Modeling and simulation with operator scaling
Authors:Serge Cohen  Mark M. Meerschaert  Jan Rosiński
Affiliation:1. Université de Toulouse, Université Paul Sabatier, Institut de Mathématiques de Toulouse, F-31062 Toulouse, France;2. Department of Statistics and Probability, Michigan State University, East Lansing, MI 48824, USA;3. Department of Mathematics, University of Tennessee, Knoxville, TN 37996, USA
Abstract:Self-similar processes are useful models for natural systems that exhibit scaling. Operator scaling allows a different scale factor in each coordinate. This paper develops practical methods for modeling and simulation. A simulation method is developed for operator scaling Lévy processes, based on a series representation, along with a Gaussian approximation of the small jumps. Several examples are given to illustrate the range of practical applications. A complete characterization of symmetries in two dimensions is given, for any exponent and spectral measure, to inform the choice of these model parameters. The paper concludes with some extensions to general operator self-similar processes.
Keywords:60G51   60G52   68U20   60F05
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