The distribution of maxima of approximately Gaussian random fields

dc.creatorNardi, Yuval
dc.creatorSiegmund, David O.
dc.creatorYakir, Benjamin
dc.date2007-10-31
dc.date2008-06-27
dc.date.accessioned2026-07-07T09:46:46Z
dc.date.available2026-07-07T09:46:46Z
dc.descriptionMotivated by the problem of testing for the existence of a signal of known parametric structure and unknown ``location'' (as explained below) against a noisy background, we obtain for the maximum of a centered, smooth random field an approximation for the tail of the distribution. For the motivating class of problems this gives approximately the significance level of the maximum score test. The method is based on an application of a likelihood-ratio-identity followed by approximations of local fields. Numerical examples illustrate the accuracy of the approximations.
dc.descriptionPublished in at http://dx.doi.org/10.1214/07-AOS511 the Annals of Statistics (http://www.imstat.org/aos/) by the Institute of Mathematical Statistics (http://www.imstat.org)
dc.identifierhttps://arxiv.org/abs/0710.5797
dc.identifierhttp://arxiv.org/abs/0710.5797
dc.identifierAnnals of Statistics 2008, Vol. 36, No. 3, 1375-1403
dc.identifierdoi:10.1214/07-AOS511
dc.identifier.urihttp://salesiana.dossiersoluciones.com/handle/123456789/163642
dc.subjectStatistics Theory
dc.subject60G15, 60G60, 60G70 (Primary)
dc.titleThe distribution of maxima of approximately Gaussian random fields
dc.typetext

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