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arxiv: 0912.4784 · v1 · submitted 2009-12-24 · 🧮 math.PR

Modeling and simulation with operator scaling

classification 🧮 math.PR
keywords operatorprocessesscalingmodelinglevypracticalself-similarsimulation
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Self-similar processes are useful in modeling diverse phenomena that exhibit scaling properties. Operator scaling allows a different scale factor in each coordinate. This paper develops practical methods for modeling and simulating stochastic processes with operator scaling. A simulation method for operator stable Levy processes is developed, based on a series representation, along with a Gaussian approximation of the small jumps. Several examples are given to illustrate practical applications. A classification of operator stable Levy processes in two dimensions is provided according to their exponents and symmetry groups. We conclude with some remarks and extensions to general operator self-similar processes.

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