TY - JOUR
T1 - On bivariate Kumaraswamy-distorted copulas
AU - Samanthi, Ranadeera Gamage Madhuka
AU - Sepanski, Jungsywan
N1 - Publisher Copyright:
© 2020 Taylor & Francis Group, LLC.
PY - 2022
Y1 - 2022
N2 - We propose families of bivariate copulas based on the Kumaraswamy distortion of existing copulas. With the additional two parameters in the Kumaraswamy distribution, the induced copulas permit more flexibility in tail behaviors. The framework employed in this paper also provides a method for generating new Archimedean copula models. Two theorems linking the original tail dependence behaviors and those of the distorted copula are derived for distortions that are asymptotically proportional to the power transformation in the lower tail and to the dual-power transformation in the upper tail. We also derive explicit formulas for the Kendall’s τ coefficients, tail order parameters and tail order functions for the induced copulas when Gumbel, Clayton, Frank and Galambos are distorted. An empirical application is also presented.
AB - We propose families of bivariate copulas based on the Kumaraswamy distortion of existing copulas. With the additional two parameters in the Kumaraswamy distribution, the induced copulas permit more flexibility in tail behaviors. The framework employed in this paper also provides a method for generating new Archimedean copula models. Two theorems linking the original tail dependence behaviors and those of the distorted copula are derived for distortions that are asymptotically proportional to the power transformation in the lower tail and to the dual-power transformation in the upper tail. We also derive explicit formulas for the Kendall’s τ coefficients, tail order parameters and tail order functions for the induced copulas when Gumbel, Clayton, Frank and Galambos are distorted. An empirical application is also presented.
KW - Archimedean copula
KW - Kendall’s τ coefficient
KW - Kumaraswamy-distortion
KW - beta-distortion
KW - tail dependence coefficient
KW - tail order
UR - http://www.scopus.com/inward/record.url?scp=85087025924&partnerID=8YFLogxK
U2 - 10.1080/03610926.2020.1777303
DO - 10.1080/03610926.2020.1777303
M3 - Article
AN - SCOPUS:85087025924
SN - 0361-0926
VL - 51
SP - 2477
EP - 2495
JO - Communications in Statistics - Theory and Methods
JF - Communications in Statistics - Theory and Methods
IS - 8
ER -