Modeling and simulation with operator scaling |
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Authors: | Serge Cohen Mark M. Meerschaert Jan Rosiński |
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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 |
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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. |
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Keywords: | 60G51 60G52 68U20 60F05 |
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