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On Properties of the MixedTS Distribution and Its Multivariate Extension

Authors :
Hitaj, A
Hubalek, F
Mercuri, L
Rroji, E
Hitaj, Asmerilda
Hubalek, Friedrich
Mercuri, Lorenzo
Rroji, Edit
Hitaj, A
Hubalek, F
Mercuri, L
Rroji, E
Hitaj, Asmerilda
Hubalek, Friedrich
Mercuri, Lorenzo
Rroji, Edit
Publication Year :
2018

Abstract

A review of the univariate MixedTS is given and some new results on the asymptotic tail behaviour are derived. The multivariate version of the Mixed Tempered Stable, which is a generalisation of the Normal Variance Mean Mixtures, is discussed. Characteristics of this distribution, its capacity in fitting tails and in capturing dependence structure between components are investigated. We discuss a random number generating procedure and introduce an estimation methodology based on the minimisation of a distance between empirical and theoretical characteristic functions. Asymptotic tail behaviour of the univariate Mixed Tempered Stable is exploited in the estimation procedure in order to obtain a better fitting on tails. Advantages of the multivariate Mixed Tempered Stable distribution are discussed and illustrated via numerical analysis.

Details

Database :
OAIster
Notes :
STAMPA, English
Publication Type :
Electronic Resource
Accession number :
edsoai.on1308924963
Document Type :
Electronic Resource