Idempotent and multivariate copulas with fractal support |
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Authors: | Wolfgang Trutschnig,Juan Ferná ndez Sá nchez |
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Affiliation: | 1. Research Unit for Intelligent Data Analysis and Graphical Models, European Centre for Soft Computing, Edificio Científico Tecnológico, Calle Gonzalo Gutiérrez Quirós, 33600 Mieres (Asturias), Spain;2. Grupo de Investigación de Análisis Matemático, Universidad de Almería, La Cañada de San Urbano, Almería, Spain |
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Abstract: | Using special iterated function systems (IFS) Fredricks et al. (2005) constructed two-dimensional copulas with fractal supports and showed that for every s∈(1,2) there exists a copula A whose support has Hausdorff dimension s. In the current paper we present a stronger version and prove that the same result holds for the subclass of idempotent copulas. Additionally we show that every doubly stochastic idempotent matrix N (having neither minimum nor maximum rank) induces a family of idempotent copulas such that, firstly, the corresponding Markov kernels transform according to N and, secondly, the set of Hausdorff dimensions of the supports of elements of the family covers (1,2). Furthermore we generalize the IFS approach to arbitrary dimensions d≥2 and show that for every s∈(1,d) we can find a d-dimensional copula whose support has Hausdorff dimension s. |
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Keywords: | Copula Idempotence Markov kernel Iterated function system Fractal |
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