Stable and generalized-t distributions and applications
► The generalized-t distribution is used as an alternative to the symmetric stable distribution. ► The approximation of the stable distribution by the generalized-t distribution is performed minimizing the χ2-divergence. ► Five applications with real data are presented. In this paper a generalized-t...
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Veröffentlicht in: | Communications in nonlinear science & numerical simulation 2012-12, Vol.17 (12), p.5088-5096 |
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Hauptverfasser: | , , , , |
Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | ► The generalized-t distribution is used as an alternative to the symmetric stable distribution. ► The approximation of the stable distribution by the generalized-t distribution is performed minimizing the χ2-divergence. ► Five applications with real data are presented.
In this paper a generalized-t distribution is introduced and used as an alternative to the symmetric stable distribution. To do so, the χ2-divergence is presented and minimized to approximate the symmetric stable distribution, as accurately as possible, by the generalized-t distribution. Kth moments for the generalized-t distribution function are given. The stable distribution is defined in terms of generalized hypergeometric functions. Five applications with natural data (sunspots activity), and financial data (stock exchange in Brazil, South Africa and Venezuela, and daily variation of Petrobras stock market) are analyzed. A time series analysis is used to eliminate data correlation in each data set, and then the distributions are used to fit the residuals of these models. |
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ISSN: | 1007-5704 1878-7274 |
DOI: | 10.1016/j.cnsns.2012.05.013 |