Literature DB >> 23004907

Recognition of stable distribution with Lévy index α close to 2.

Krzysztof Burnecki1, Agnieszka Wyłomańska, Aleksei Beletskii, Vsevolod Gonchar, Aleksei Chechkin.   

Abstract

We address the problem of recognizing α-stable Lévy distribution with Lévy index close to 2 from experimental data. We are interested in the case when the sample size of available data is not large, thus the power law asymptotics of the distribution is not clearly detectable, and the shape of the empirical probability density function is close to a Gaussian. We propose a testing procedure combining a simple visual test based on empirical fourth moment with the Anderson-Darling and Jarque-Bera statistical tests and we check the efficiency of the method on simulated data. Furthermore, we apply our method to the analysis of turbulent plasma density and potential fluctuations measured in the stellarator-type fusion device and demonstrate that the phenomenon of the L-H transition from low confinement, L mode, to a high confinement, H mode, which occurs in this device is accompanied by the transition from Lévy to Gaussian fluctuation statistics.

Year:  2012        PMID: 23004907     DOI: 10.1103/PhysRevE.85.056711

Source DB:  PubMed          Journal:  Phys Rev E Stat Nonlin Soft Matter Phys        ISSN: 1539-3755


  4 in total

1.  Discriminating between Light- and Heavy-Tailed Distributions with Limit Theorem.

Authors:  Krzysztof Burnecki; Agnieszka Wylomanska; Aleksei Chechkin
Journal:  PLoS One       Date:  2015-12-23       Impact factor: 3.240

2.  Omnibus test for normality based on the Edgeworth expansion.

Authors:  Agnieszka Wyłomańska; D Robert Iskander; Krzysztof Burnecki
Journal:  PLoS One       Date:  2020-06-11       Impact factor: 3.240

3.  Glucocorticoids rapidly inhibit cell migration through a novel, non-transcriptional HDAC6 pathway.

Authors:  Stephen Kershaw; David J Morgan; James Boyd; David G Spiller; Gareth Kitchen; Egor Zindy; Mudassar Iqbal; Magnus Rattray; Christopher M Sanderson; Andrew Brass; Claus Jorgensen; Tracy Hussell; Laura C Matthews; David W Ray
Journal:  J Cell Sci       Date:  2020-06-11       Impact factor: 5.285

4.  Divergence-Based Segmentation Algorithm for Heavy-Tailed Acoustic Signals with Time-Varying Characteristics.

Authors:  Aleksandra Grzesiek; Karolina Gąsior; Agnieszka Wyłomańska; Radosław Zimroz
Journal:  Sensors (Basel)       Date:  2021-12-20       Impact factor: 3.576

  4 in total

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