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Fast and exact simulation of complex-valued stationary Gaussian processes through embedding circulant matrix
Jean-François Coeurjolly, Emilio Porcu

Fast and exact simulation of complex-valued stationary Gaussian processes through embedding circulant matrix

Science & Mathematics Published 2018 Verification Pending

Overview & Synopsis

This paper is concerned with the study of the embedding circulant matrix method to simulate stationary complex-valued Gaussian sequences. The method is, in particular, shown to be well-suited to generate circularly-symmetric stationary Gaussian processes. We provide simple conditions on the complex co-variance function ensuring the theoretical validity of the minimal embedding circulant matrix method. We show that these conditions are satisfied by many examples and illustrate the algorithm. In particular, we present a simulation study involving the circularly-symmetric fractional Brownian motion, a model introduced in this paper.

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Document Information

Document Title Fast and exact simulation of complex-valued stationary Gaussian processes through embedding circulant matrix
Author / Organization Jean-François Coeurjolly, Emilio Porcu
Subject & Discipline Multidisciplinary Academic Open Research
Categories Science & Mathematics
Publication Year 2018
License / Rights Open Access / Creative Commons
Resource Verification Listed PDF (Verification Pending)
Original Host Website HAL Open Science (hal.science)
File Format application/pdf (Portable Document Format)
Language EN
Catalog ID DOC-204315
Original Source Link Visit Source Page on hal.science »