We consider the problem of a sum of two dependent and heavy tailed distributions through the C-convolution. The C-convolution provides the distribution of the sum of two random variables whose dependence structure is described by a copula function. Moreover, to investigate the role of heavy tails we use three different marginal distributions characterized by this property: Cauchy, Levy and Pareto. We show that the tail behavior of the C-convolution measured by level-q quantiles for q = 0.01, 0.05 (left tail) and q = 0.95, 0.99 (right tail) is strongly affected by the copula function which links the marginals and by the tail heaviness of marginals themselves.

Tail behavior of a sum of two dependence and heavy-tailed distributions / Gobbi Fabio. - In: JOURNAL OF STATISTICS & MANAGEMENT SYSTEMS. - ISSN 0972-0510. - STAMPA. - 21:6(2018), pp. 933-953.

Tail behavior of a sum of two dependence and heavy-tailed distributions

Gobbi Fabio
2018

Abstract

We consider the problem of a sum of two dependent and heavy tailed distributions through the C-convolution. The C-convolution provides the distribution of the sum of two random variables whose dependence structure is described by a copula function. Moreover, to investigate the role of heavy tails we use three different marginal distributions characterized by this property: Cauchy, Levy and Pareto. We show that the tail behavior of the C-convolution measured by level-q quantiles for q = 0.01, 0.05 (left tail) and q = 0.95, 0.99 (right tail) is strongly affected by the copula function which links the marginals and by the tail heaviness of marginals themselves.
2018
Tail behavior of a sum of two dependence and heavy-tailed distributions / Gobbi Fabio. - In: JOURNAL OF STATISTICS & MANAGEMENT SYSTEMS. - ISSN 0972-0510. - STAMPA. - 21:6(2018), pp. 933-953.
Gobbi Fabio
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/934439
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