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On the existence of paths between points in high level excursion sets of Gaussian random fields

Authors :
Adler, Robert J.
Moldavskaya, Elina
Samorodnitsky, Gennady
Source :
Annals of Probability 2014, Vol. 42, No. 3, 1020-1053
Publication Year :
2012

Abstract

The structure of Gaussian random fields over high levels is a well researched and well understood area, particularly if the field is smooth. However, the question as to whether or not two or more points which lie in an excursion set belong to the same connected component has constantly eluded analysis. We study this problem from the point of view of large deviations, finding the asymptotic probabilities that two such points are connected by a path laying within the excursion set, and so belong to the same component. In addition, we obtain a characterization and descriptions of the most likely paths, given that one exists.<br />Comment: Published in at http://dx.doi.org/10.1214/12-AOP794 the Annals of Probability (http://www.imstat.org/aop/) by the Institute of Mathematical Statistics (http://www.imstat.org)

Subjects

Subjects :
Mathematics - Probability

Details

Database :
arXiv
Journal :
Annals of Probability 2014, Vol. 42, No. 3, 1020-1053
Publication Type :
Report
Accession number :
edsarx.1204.0206
Document Type :
Working Paper
Full Text :
https://doi.org/10.1214/12-AOP794