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A Selective Overview of Skew-Elliptical and Related Distributions and of Their Applications

Chris Adcock, Adelchi Azzalini

2020Symmetry40 citationsDOIOpen Access PDF

Abstract

Within the context of flexible parametric families of distributions, much work has been dedicated in recent years to the theme of skew-symmetric distributions, or symmetry-modulated distributions, as we prefer to call them. The present contribution constitutes a review of this area, with special emphasis on multivariate skew-elliptical families, which represent the subset with more immediate impact on applications. After providing background information of the distribution theory aspects, we focus on the aspects more relevant for applied work. The exposition is targeted to non-specialists in this domain, although some general knowledge of probability and multivariate statistics is assumed. Given this aim, the mathematical profile is kept to the minimum required.

Topics & Concepts

SkewExposition (narrative)Multivariate statisticsContext (archaeology)Focus (optics)Computer scienceParametric statisticsDomain (mathematical analysis)Symmetry (geometry)MathematicsTheoretical computer scienceCalculus (dental)StatisticsMachine learningGeometryPhysicsMathematical analysisGeographyTelecommunicationsArchaeologyLiteratureArtMedicineDentistryOpticsStatistical Distribution Estimation and ApplicationsProbabilistic and Robust Engineering DesignFinancial Risk and Volatility Modeling
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