Presentation 2011-03-11
Theoretical analysis on periodicity and randomness of time series generated from complex netowrks
Yuta HARAGUCHI, Yutaka SHIMADA, Tohru IKEGUCHI, Takaomi SHIGEHARA,
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Abstract(in English) A bridge between the complex network theory and the nonlinear dynamical system theory has been discussed to establish a novel framework for analyzing real complex phenomena from a different viewpoint. In this framework, several methods have been proposed to transform nonlinear time series to complex networks. Then, the nonlinear time series are analyzed by the complex network theory. As a result, the networks transformed from chaotic time series show interesting features observed in real complex networks, for example, small-world property, fit-get-rich property, and so on. On the other hand, methods for transforming complex networks to nonlinear time series have been proposed. Among them, we used the classical multidimensional scaling. We applied our method to two complex network models, the Watts-Strogatz model and the Newman-Watts model, and analyzed the transformed time series. As a result, it was numerically shown that periodic time series are obtained from regular networks and that noisy periodic time series are obtained from small-world networks of these models. In this paper, using the circulant-matrix theory and the perturbation theory of linear operators, we theoretically show why noisy periodic time series are generated from the small-world networks obtained by adding new edges to regular networks.
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Keyword(in English) Complex network / Nonlinear dynamical system theory / Classical multidimensional scaling / Circulant-matrix theory / Perturbation theory of linear operators
Paper # NLP2010-195
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Committee NLP
Conference Date 2011/3/3(1days)
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Registration To Nonlinear Problems (NLP)
Language ENG
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Theoretical analysis on periodicity and randomness of time series generated from complex netowrks
Sub Title (in English)
Keyword(1) Complex network
Keyword(2) Nonlinear dynamical system theory
Keyword(3) Classical multidimensional scaling
Keyword(4) Circulant-matrix theory
Keyword(5) Perturbation theory of linear operators
1st Author's Name Yuta HARAGUCHI
1st Author's Affiliation Graduate School of Science and Engineering, Saitama University()
2nd Author's Name Yutaka SHIMADA
2nd Author's Affiliation Graduate School of Science and Engineering, Saitama University
3rd Author's Name Tohru IKEGUCHI
3rd Author's Affiliation Graduate School of Science and Engineering, Saitama University:Brain Science Institute, Saitama University
4th Author's Name Takaomi SHIGEHARA
4th Author's Affiliation Graduate School of Science and Engineering, Saitama University
Date 2011-03-11
Paper # NLP2010-195
Volume (vol) vol.110
Number (no) 465
Page pp.pp.-
#Pages 6
Date of Issue