Why Are FGM Copulas Successful? A Simple Explanation

One of the most computationally convenient nonredundant ways to describe the dependence between two variables is by describing the corresponding copula. In many applications, a special class of copulas—known as FGM copulas—turned out to be most successful in describing the dependence between quantit...

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Main Authors: Songsak Sriboonchitta, Vladik Kreinovich
Format: Article
Language:English
Published: Wiley 2018-01-01
Series:Advances in Fuzzy Systems
Online Access:http://dx.doi.org/10.1155/2018/5872195
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author Songsak Sriboonchitta
Vladik Kreinovich
author_facet Songsak Sriboonchitta
Vladik Kreinovich
author_sort Songsak Sriboonchitta
collection DOAJ
description One of the most computationally convenient nonredundant ways to describe the dependence between two variables is by describing the corresponding copula. In many applications, a special class of copulas—known as FGM copulas—turned out to be most successful in describing the dependence between quantities. The main result of this paper is that these copulas are the fastest to compute, and this explains their empirical success. As an auxiliary result, we also show that a similar explanation can be given in terms of fuzzy logic.
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spelling doaj-art-d1847e97dc1843f9b2dad3ea1d0c50052025-02-03T01:30:09ZengWileyAdvances in Fuzzy Systems1687-71011687-711X2018-01-01201810.1155/2018/58721955872195Why Are FGM Copulas Successful? A Simple ExplanationSongsak Sriboonchitta0Vladik Kreinovich1Faculty of Economics, Chiang Mai University, Chiang Mai, ThailandDepartment of Computer Science, University of Texas at El Paso, 500 W. University, El Paso, TX 79968, USAOne of the most computationally convenient nonredundant ways to describe the dependence between two variables is by describing the corresponding copula. In many applications, a special class of copulas—known as FGM copulas—turned out to be most successful in describing the dependence between quantities. The main result of this paper is that these copulas are the fastest to compute, and this explains their empirical success. As an auxiliary result, we also show that a similar explanation can be given in terms of fuzzy logic.http://dx.doi.org/10.1155/2018/5872195
spellingShingle Songsak Sriboonchitta
Vladik Kreinovich
Why Are FGM Copulas Successful? A Simple Explanation
Advances in Fuzzy Systems
title Why Are FGM Copulas Successful? A Simple Explanation
title_full Why Are FGM Copulas Successful? A Simple Explanation
title_fullStr Why Are FGM Copulas Successful? A Simple Explanation
title_full_unstemmed Why Are FGM Copulas Successful? A Simple Explanation
title_short Why Are FGM Copulas Successful? A Simple Explanation
title_sort why are fgm copulas successful a simple explanation
url http://dx.doi.org/10.1155/2018/5872195
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AT vladikkreinovich whyarefgmcopulassuccessfulasimpleexplanation