Literature DB >> 23169625

Stochastic geometry and topology of non-Gaussian fields.

Thomas H Beuman1, Ari M Turner, Vincenzo Vitelli.   

Abstract

Gaussian random fields pervade all areas of science. However, it is often the departures from Gaussianity that carry the crucial signature of the nonlinear mechanisms at the heart of diverse phenomena, ranging from structure formation in condensed matter and cosmology to biomedical imaging. The standard test of non-Gaussianity is to measure higher-order correlation functions. In the present work, we take a different route. We show how geometric and topological properties of Gaussian fields, such as the statistics of extrema, are modified by the presence of a non-Gaussian perturbation. The resulting discrepancies give an independent way to detect and quantify non-Gaussianities. In our treatment, we consider both local and nonlocal mechanisms that generate non-Gaussian fields, both statically and dynamically through nonlinear diffusion.

Mesh:

Year:  2012        PMID: 23169625      PMCID: PMC3523821          DOI: 10.1073/pnas.1212028109

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  7 in total

1.  Defect-defect correlation in the dynamics of first-order phase transitions.

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Journal:  Phys Rev B Condens Matter       Date:  1992-09-01

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Journal:  Phys Rev Lett       Date:  1989-04-24       Impact factor: 9.161

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Journal:  Phys Rev Lett       Date:  1986-03-03       Impact factor: 9.161

4.  A unified statistical approach for determining significant signals in images of cerebral activation.

Authors:  K J Worsley; S Marrett; P Neelin; A C Vandal; K J Friston; A C Evans
Journal:  Hum Brain Mapp       Date:  1996       Impact factor: 5.038

5.  Polarization singularity anisotropy: determining monstardom.

Authors:  Mark R Dennis
Journal:  Opt Lett       Date:  2008-11-15       Impact factor: 3.776

6.  Polarization singularities in 2D and 3D speckle fields.

Authors:  Florian Flossmann; Kevin O'Holleran; Mark R Dennis; Miles J Padgett
Journal:  Phys Rev Lett       Date:  2008-05-22       Impact factor: 9.161

7.  Extrema statistics in the dynamics of a non-Gaussian random field.

Authors:  T H Beuman; A M Turner; V Vitelli
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2013-02-26
  7 in total

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