Volume 66 | Issue 8 | Year 2020 | Article Id. IJMTT-V66I8P502 | DOI : https://doi.org/10.14445/22315373/IJMTT-V66I8P502
On the basis of the quadratic construction of copulas, the two-parameter composite perturbation of copulas is introduced, the range of its perturbation parameters is given, and the one-parameter perturbation of copulas is obtained under its special form. The new two-parameter composite perturbation of copulas contains the characteristics of the original copula and the one-parameter perturbation of copulas, which further widens the range of their measures of association and enhances the adaptability and accuracy of copula in describing the characteristics of different random vectors. Taking the correlation analysis of the maximum temperature in summer between Tianjin and Shanghai as an example, the six appropriate copulas to real data are obtained. By the method of the squared Euclidean distance, it can easily be found that the two-parameter composite perturbed copula is optimal for α = 0.51, β =1.
[1] R.B.Nelsen,An Introdution to Copulas .2nd ed. New York: Springer, 2006.
[2] B.De Baets,H.De Meyer,Orthogonal grid constructions of copulas[J]. IEEE Transactions on Fuzzy Systems. 15(6): 1053-1062, 2007.
[3] F.Durante,A.Kolesárová, R.Mesiar,et al,Copulas with given diagonal sections: novel constructions and applications. International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems. 15(04): 397-410, 2007.
[4] F.Durante, A.Kolesárová, R.Mesiar, et al. Semilinear copulas. Fuzzy Sets and Systems. 159(1): 63-76, 2008.
[5] F.Durante, S.Saminger-Platz, P.Sarkoci, On patchwork techniques for 2-increasing aggregation functions and copulas.//Soft Methods for Handling Variability and Imprecision. Springer, Berlin, Heidelberg. 349-356, 2008.
[6] F.Durante,J. F.Sánchez,M.Ú.Flores,Bivariate copulas generated by perturbations. Fuzzy Sets and Systems. 228:137-144, 2013.
[7] R.Mesiar,M.Komorníková,Jozef Komorník,Perturbation of bivariate copulas.Fuzzy Sets and Systems. 268: 127-140, 2015.
[8] J.Komorník,M.Komorníková,J.Kalická,Dependence measures for perturbations of copulas. Fuzzy Sets and Systems. 324: 100-116, 2017.
[9] J.Komorník,M.Komorníková,J.Kalická,N.Cuong,Tail dependence of enriched class of perturbed copulas with modelling applications, in:Lidia Filus,Teresa Oliveira,Christos H.Skiadas(Eds.),Stochastic Modeling,Data Analysis &Statistical Applications. pp.53-63, 2016.
[10] A.Kolesárová,G.Mayor,and R.Mesiar,Quadratic constructions of copulas. Information Sciences. 310: 69-76, 2015.
[11] R.L.Plackett,A class of bivariate distributions. Am.Stat.Assoc. 60: 516-522, 1965.
[12] F.X.Xu,Y.Q.Dong,Correlation of a new class of general FGM copulas and their applications. Chinese Journal of Engineering Mathematics. 28(04):475-481, 2011.
[13] A.Dolati,M.Ubeda-Flores, Constructing copulas by means of pairs of order statistics. Kybernetika. 45(6) :992-1002, 2009.
[14] H.Joe,Multivariate models and multivariate dependence concepts. Chapman and Hall/CRC, 1997.
[15] Patton, J.Andrew, Modelling asymmetric exchange rate dependence. International economic review. 47(2 ): 527-556, 2006.
Yawei Li, Fuxia Xu, "Construction and Applications for Two- Parameter Composite Perturbation of Copulas," International Journal of Mathematics Trends and Technology (IJMTT), vol. 66, no. 8, pp. 6-15, 2020. Crossref, https://doi.org/10.14445/22315373/IJMTT-V66I8P502