Title of article :
Modeling and simulation with operator scaling
Author/Authors :
Cohen، نويسنده , , Serge and Meerschaert، نويسنده , , Mark M. and Rosi?ski، نويسنده , , Jan، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2010
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 :
Lévy processes , Shot noise series expansions , Simulation , Tempered stable processes , Operator stable processes , Gaussian approximation
Journal title :
Stochastic Processes and their Applications
Journal title :
Stochastic Processes and their Applications