Zur Hauptnavigation wechseln Zur Suche wechseln Zum Hauptinhalt wechseln

New results on perturbation-based copulas

Publikation: Beitrag in FachzeitschriftArtikelBegutachtung

Abstract

A prominent example of a perturbation of the bivariate product copula (which characterizes stochastic independence) is the parametric family of Eyraud-Farlie-Gumbel-Morgenstern copulas which allows small dependencies to be modeled. We introduce and discuss several perturbations, some of them perturbing the product copula, while others perturb general copulas. A particularly interesting case is the perturbation of the product based on two functions in one variable where we highlight several special phenomena, e.g., extremal perturbed copulas. The constructions of the perturbations in this paper include three different types of ordinal sums as well as flippings and the survival copula. Some particular relationships to the Markov product and several dependence parameters for the perturbed copulas considered here are also given.
OriginalspracheEnglisch
Seiten (von - bis)347-373
Seitenumfang27
FachzeitschriftDependence Modeling
Volume9
Ausgabenummer1
DOIs
PublikationsstatusVeröffentlicht - 2021

Wissenschaftszweige

  • 101 Mathematik
  • 101013 Mathematische Logik
  • 101024 Wahrscheinlichkeitstheorie
  • 102001 Artificial Intelligence
  • 102003 Bildverarbeitung
  • 102019 Machine Learning
  • 102035 Data Science
  • 603109 Logik
  • 202027 Mechatronik

JKU-Schwerpunkte

  • Digital Transformation

Dieses zitieren