Research output: Contribution to journal › Article › peer-review
Rearrangements of Gaussian fields. / Lachièze-Rey, Raphaël; Davydov, Youri.
In: Stochastic Processes and their Applications, Vol. 121, No. 11, 11.2011, p. 2606-2628.Research output: Contribution to journal › Article › peer-review
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TY - JOUR
T1 - Rearrangements of Gaussian fields
AU - Lachièze-Rey, Raphaël
AU - Davydov, Youri
N1 - Copyright: Copyright 2011 Elsevier B.V., All rights reserved.
PY - 2011/11
Y1 - 2011/11
N2 - The monotone rearrangement of a function is the non-decreasing function with the same distribution. The convex rearrangement of a smooth function is obtained by integrating the monotone rearrangement of its derivative. This operator can be applied to regularizations of a stochastic process to measure quantities of interest in econometrics. A multivariate generalization of these operators is proposed, and the almost sure convergence of rearrangements of regularized Gaussian fields is given. For the fractional Brownian field or the Brownian sheet approximated on a simplicial grid, it appears that the limit object depends on the orientation of the simplices.
AB - The monotone rearrangement of a function is the non-decreasing function with the same distribution. The convex rearrangement of a smooth function is obtained by integrating the monotone rearrangement of its derivative. This operator can be applied to regularizations of a stochastic process to measure quantities of interest in econometrics. A multivariate generalization of these operators is proposed, and the almost sure convergence of rearrangements of regularized Gaussian fields is given. For the fractional Brownian field or the Brownian sheet approximated on a simplicial grid, it appears that the limit object depends on the orientation of the simplices.
KW - Limit theorems
KW - Random fields
KW - Random measures
KW - Rearrangement
UR - http://www.scopus.com/inward/record.url?scp=80052489409&partnerID=8YFLogxK
U2 - 10.1016/j.spa.2011.07.004
DO - 10.1016/j.spa.2011.07.004
M3 - Article
AN - SCOPUS:80052489409
VL - 121
SP - 2606
EP - 2628
JO - Stochastic Processes and their Applications
JF - Stochastic Processes and their Applications
SN - 0304-4149
IS - 11
ER -
ID: 73460416