Literature DB >> 11690010

Modeling of nonlinear Lévy processes by data analysis.

S Siegert1, R Friedrich.   

Abstract

The paper presents a method to analyze time series of nonlinear Lévy processes. The Lévy stability index as well as the nonlinear deterministic and stochastic parts of the dynamics together with their uncertainties can be calculated numerically. As last step of the analysis the membership of the investigated system to the regarded class of dynamical systems is validated. For demonstration the algorithm is applied to artificially created time series with different Lévy indices.

Year:  2001        PMID: 11690010     DOI: 10.1103/PhysRevE.64.041107

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


  3 in total

1.  The Foraging Brain: Evidence of Lévy Dynamics in Brain Networks.

Authors:  Tommaso Costa; Giuseppe Boccignone; Franco Cauda; Mario Ferraro
Journal:  PLoS One       Date:  2016-09-01       Impact factor: 3.240

2.  Langevin equations from experimental data: The case of rotational diffusion in granular media.

Authors:  Marco Baldovin; Andrea Puglisi; Angelo Vulpiani
Journal:  PLoS One       Date:  2019-02-22       Impact factor: 3.240

3.  The Role of Data in Model Building and Prediction: A Survey Through Examples.

Authors:  Marco Baldovin; Fabio Cecconi; Massimo Cencini; Andrea Puglisi; Angelo Vulpiani
Journal:  Entropy (Basel)       Date:  2018-10-22       Impact factor: 2.524

  3 in total

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