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This article is cited in 1 scientific paper (total in 1 paper)
Variational dimension of random sequences and its application
S. M. Prigarinab, K. Hahnc, G. Winklerc a Institute of Computing Technologies, Siberian Branch of the Russian Academy of Sciences
b Novosibirsk State University, Novosibirsk
c Institute of Biomathematics and Biometry Helmholtz Zentrum Muenchen, Neuherberg, Germany
Abstract:
A concept of variational dimension for a random sequence with stationary increments is introduced. In the Gaussian case, the variational dimension in the limit coincides with the Hausdorff dimension of a proper random process. Applications of the concept are illustrated by examples of the neurology data and the network traffic analysis.
Key words:
random sequences with stationary increments, variational dimension, Hausdorff dimension, fractal, self-similarity, data analysis.
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Numerical Analysis and Applications, 2009, 2:4, 352–363
MSC: 28A80, 62M10, 65C05 Received: 18.03.2009
Citation:
S. M. Prigarin, K. Hahn, G. Winkler, “Variational dimension of random sequences and its application”, Sib. Zh. Vychisl. Mat., 12:4 (2009), 435–448; Num. Anal. Appl., 2:4 (2009), 352–363
Citation in format AMSBIB
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\by S.~M.~Prigarin, K.~Hahn, G.~Winkler
\paper Variational dimension of random sequences and its application
\jour Sib. Zh. Vychisl. Mat.
\yr 2009
\vol 12
\issue 4
\pages 435--448
\mathnet{http://mi.mathnet.ru/sjvm138}
\transl
\jour Num. Anal. Appl.
\yr 2009
\vol 2
\issue 4
\pages 352--363
\crossref{https://doi.org/10.1134/S1995423909040077}
\scopus{https://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-77952861773}
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http://mi.mathnet.ru/eng/sjvm138 http://mi.mathnet.ru/eng/sjvm/v12/i4/p435
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This publication is cited in the following articles:
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V. A. Ogorodnikov, S. M. Prigarin, A. S. Rodionov, “Quasi-Gaussian model of network traffic”, Autom. Remote Control, 71:3 (2010), 473–485
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