Universal integrals based on copulas

A hierarchical family of integrals based on a fixed copula is introduced and discussed. The extremal members of this family correspond to the inner and outer extension of integrals of basic functions, the copula under consideration being the corresponding multiplication. The limits of the members of the family are just copula-based universal integrals as recently introduced in Klement et al. (IEEE Trans Fuzzy Syst 18:178–187, 2010). For the product copula, the family of integrals considered here contains the Choquet and the Shilkret integral, and it belongs to the class of decomposition integrals proposed in Even and Lehrer (Econ Theory, 2013) as well as to the class of superdecomposition integrals introduced in Mesiar et al. (Superdecomposition integral, 2013). For the upper Fréchet-Hoeffding bound, the corresponding hierarchical family contains only two elements: all but the greatest element coincide with the Sugeno integral.

[1]  R. Nelsen An Introduction to Copulas (Springer Series in Statistics) , 2006 .

[2]  Ehud Lehrer,et al.  Decomposition-integral: unifying Choquet and the concave integrals , 2014 .

[3]  M. Sklar Fonctions de repartition a n dimensions et leurs marges , 1959 .

[4]  Radko Mesiar,et al.  Measure-based aggregation operators , 2004, Fuzzy Sets Syst..

[5]  R. Nelsen An Introduction to Copulas , 1998 .

[6]  Fabio Spizzichino,et al.  Relations among univariate aging, bivariate aging and dependence for exchangeable lifetimes , 2005 .

[7]  Radko Mesiar,et al.  Generated triangular norms , 2000, Kybernetika.

[8]  Ronald R. Yager,et al.  Joint cumulative distribution functions for Dempster–Shafer belief structures using copulas , 2013, Fuzzy Optim. Decis. Mak..

[9]  Gleb Beliakov,et al.  Citation-based journal ranks: The use of fuzzy measures , 2011, Fuzzy Sets Syst..

[10]  Vicenç Torra,et al.  The $h$-Index and the Number of Citations: Two Fuzzy Integrals , 2008, IEEE Transactions on Fuzzy Systems.

[11]  R. Mesiar,et al.  CHAPTER 33 – Monotone Set Functions-Based Integrals , 2002 .

[12]  S. T. Buckland,et al.  An Introduction to the Bootstrap. , 1994 .

[13]  Radko Mesiar,et al.  Decomposition integrals , 2013, Int. J. Approx. Reason..

[14]  H. Joe Multivariate models and dependence concepts , 1998 .

[15]  Christian Eitzinger,et al.  Triangular Norms , 2001, Künstliche Intell..

[16]  菅野 道夫,et al.  Theory of fuzzy integrals and its applications , 1975 .

[17]  Jun Li,et al.  Superdecomposition integrals , 2015, Fuzzy Sets Syst..

[18]  Radko Mesiar,et al.  Copula-based universal integrals , 2013, 2013 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE).

[19]  G. Choquet Theory of capacities , 1954 .

[20]  Radko Mesiar,et al.  Monotone measures and universal integrals in a uniform framework for the scientific impact assessment problem , 2014, Inf. Sci..

[21]  Radko Mesiar,et al.  A Universal Integral as Common Frame for Choquet and Sugeno Integral , 2010, IEEE Transactions on Fuzzy Systems.

[22]  N. Shilkret Maxitive measure and integration , 1971 .

[23]  Bernard De Baets,et al.  General results on the decomposition of transitive fuzzy relations , 2010, Fuzzy Optim. Decis. Mak..

[24]  Radko Mesiar,et al.  A generalization of universal integrals by means of level dependent capacities , 2013, Knowl. Based Syst..