Abstract
In this paper, we provide a new concept of relative skewness among multivariate distributions, extending to the multivariate case a similar concept in the univariate case. In this case, a random variable \(Y\) is said to be more right skewed than a random variable \(X\) if there exists an increasing convex transformation which maps \(X\) onto \(Y\). Given two random vectors \(\mathbf X\) and \(\mathbf Y\) and an appropriate transformation which maps \(\mathbf X\) onto \(\mathbf Y\), we define a new concept of relative skewness assuming the convexity of this transformation. Properties and applications of this concept are given.
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References
Abtahi A, Towhidi M (2013) The new unified representation of multivariate. Statistics 47:126–140
Aitchisonm J, Brown J (1957) The lognormal distribution. Cambridge University Press, Cambridge
Arellano-Valle R, Azzalini A (2006) On the unification of families of skew-normal distributions. Scand J Stat 33:561–574
Arias-Nicolás J, Fernández-Ponce J, Luque-Calvo P, Suárez-Llorens A (2005) Multivariate dispersion order and the notion of copula applied to the multivariate \(t\)-distribution. Probab Eng Inf Sci 19:363–375
Arjas E, Lehtonen T (1978) Approximating many server queues by means of single server queues. Math Oper Res 3:205–223
Azzalini A (1985) A class of distribution which includes the normal ones. Scand J Stat 12:171–178
Azzalini A (2005) The skew-normal distribution and related multivariate families (with discussion). Scand J Stat 32:159–188
Azzalini A, Capitanio A (1999) Statistical applications of multivariate skew-normal distributions. J R Stat Soc Ser B Stat Methodol 61:579–602
Azzalini A, Dalla-Valle A (1996) The multivariate skew-normal distribution. Biometrika 83:715–726
Balakrishnan N, Lai C (2009) Continuous bivariate distributions, 2nd edn. Springer, New York
Barlow R, Proschan F (1975) Statistical theory of reliability and life testing, 2nd edn. Rinehart and Winston Inc, New York
Belzunce F (2013) Multivariate comparisons of ordered data. In: Li X (ed) Stochastic orders in reliability and risks (Li, H). Springer, New York, pp 83–102
Belzunce F, Ruíz J, Suárez-Llorens A (2008) On multivariate dispersion orderings based on the standard construction. Statist Probab Lett 78:271–281
Burkill J, Burkill H (2002) A second course in mathematical analysis. Cambridge University Press, Cambridge
Chandler K (1952) The distribution and frequency of record values. J R Stat Soc Ser B Stat Methodol 14:220–228
Cramer E, Kamps U (2003) Marginal distributions of sequential and generalized order statistics. Metrika 58:293–310
Fernández-Ponce J, Suárez-Llorens A (2003) A multivariate dispersion ordering based on quantiles more widely separated. J Multivar Anal 85:40–53
Ferreira J, Steel M (2006) A constructive representation of univariate skewed distributions. J Am Statist Assoc 101:823–829
Harville D (1997) Matrix algebra from a statistician’s perspective. Springer, New York
Jones M (2004) Families of distributions arising from distributions of order statistics. TEST 13:1–43
Kamps U (1995a) A concept of generalized order statistics. J Statist Plann Inference 48:1–23
Kamps U (1995b) A concept of generalized order statistics. B.G. Taubner, Stuttgart
Lai C, Xie M (2006) Stochastic ageing and dependence for reliability. Springer, New York
Ley C, Paindaveine D (2010) Multivariate skewing mechanisms: a unified perspective based on the transformation approach. Statist Probab Lett 48:1685–1694
Lindley D, Singpurwalla N (1986) Multivariate distribution for the life lengths of a system sharing a common environment. J Appl Probab 23:418–431
Lu J, Bhattacharyya G (1990) Some new constructions of bivariate Weibull models. Ann Inst Statist Math 23:543–559
MacGillivray H (1986) Skewness and asymmetry: measures and orderings. Ann Statist 14:994–1011
Marshall A, Olkin I (2007) Life distributions. Springer series in statistics. Springer, New York
Marshall A, Olkin I, Arnold B (2011) Inequalities: theory of majorization and its applications. Springer series in statistics. Springer, New York
Nelson N (1999) An introduction to copulas, vol. 139 of Lectures notes in statistics. Springer, New York
O’Brien G (1975) The comparison method for stochastic processes. Ann Probab 3:80–88
Rosenblatt M (1952) Remarks on a multivariate transformation. Ann Math Statist 23:470–472
Rüschendorf L (1981) Stochastically ordered distributions and monotonicity of the OC-function of sequential probability ratio tests. Math Operat Statist Ser Stat 12:327–338
Serfling R (2004) Nonparametric multivariate descriptive measures based on spatial quantiles. J Statist Plann Inf 123:259–278
Serfling R (2006) Multivariate symmetry and asymmetry. In: Kotz S, Balakrishnan CRN, Vidakovic B (eds) Encyclopedia of statistical sciences, 2nd edn. Wiley, New York, pp 5338–5345
Shaked M, Shanthikumar J (1986) Multivariate imperfect repair. Math Operationsforsch Statist Ser Statist 34:437–448
Shaked M, Shanthikumar J (2007) Stochastic orders. Springer series in statistics. Springer, New York
Shiau J (2006) Fitting drought duration and severity with two-dimensional copulas. Water Resour Manag 20:795–815
Shiau J, Modarres R (2009) Copula-based drought severity-duration-frequency analysis in iran. Meteorol Appl 16:481–489
Sklar A (1959) Fonctions de repartition a \(n\) dimensions et leurs marges. Publications de l’Institut de Statistique de l’Université de Paris 8:229–231
van Zwet W (1964) Convex transformations of random variables. Mathematical Centre Tracts, Amsterdam
Acknowledgments
The authors acknowledge the comments by the two anonymous referees and the Editor of Test which have improved significantly the presentation of this paper. Félix Belzunce, Julio Mulero and José M. Ruiz acknowledge support received from the Ministerio de Economía y Competitividad (Spain) under grant MTM2012-34023-FEDER.
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Belzunce, F., Mulero, J., Ruíz, J. et al. On relative skewness for multivariate distributions. TEST 24, 813–834 (2015). https://doi.org/10.1007/s11749-015-0436-4
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DOI: https://doi.org/10.1007/s11749-015-0436-4
Keywords
- Relative skewness
- Standard construction
- Multivariate quantile transform
- Multivariate convex order
- Copula