Abstract
We establish an identity for \(Ef\left( \varvec{Y}\right) - Ef\left( \varvec{X}\right) \), when \(\varvec{X}\) and \(\varvec{Y}\) both have matrix variate skew-normal distributions and the function f satisfies some weak conditions. The characteristic function of matrix variate skew normal distribution is then derived. We then make use of it to derive some necessary and sufficient conditions for the comparison of matrix variate skew-normal distributions under six different orders, such as usual stochastic order, convex order, increasing convex order, upper orthant order, directionally convex order and supermodular order.
Similar content being viewed by others
References
Abdi, M., Madadi, M., Balakrishnan, N., Jamalizadeh, A.: Family of mean-mixtures of multivariate normal distributions: properties, inference and assessment of multivariate skewness. J. Multiv. Anal. 181, 104679 (2021)
Amiri, M., Izadkhah, S., Jamalizadeh, A.: Linear orderings of the scale mixtures of the multivariate skew-normal distribution. J. Multiv. Anal. 179, 104647 (2020)
Anderlucci, L., Viroli, C.: Covariance pattern mixture models for the analysis of multivariate heterogeneous longitudinal data. Annal. Appl. Statit. 9(2), 777–800 (2015)
Ansari, J., Rüschendorf, L.: Ordering results for elliptical distributions with applications to risk bounds. J. Multiv. Anal. 182, 104709 (2021)
Arlotto, A., Scarsini, M.: Hessian orders and multinormal distributions. J. Multiv. Anal. 100(10), 2324–2330 (2009)
Azzalini, A.: A class of distributions which includes the normal ones. Scandinavian J. Statit. 12(2), 171–178 (1985)
Azzalini, A., Capitanio, A.: Statistical applications of the multivariate skew normal distribution. J. R. Stat. Soc.: Ser. B 61(3), 579–602 (1999)
Azzalini, A., Capitanio, A.: The Skew-normal and related families. Cambridge University Press, England (2013)
Azzalini, A., Dalla, V.A.: The multivariate skew-normal distribution. Biometrika 83(4), 715–726 (1996)
Azzalini, A., Regoli, G.: Some properties of skew-symmetric distributions. Annal. Instit. Stat. Math. 64(4), 857–879 (2012)
Balakrishnan, N., Belzunce, F., Sordo, M.A., Suárez-Llorens, A.: Increasing directionally convex orderings of random vectors having the same copula, and their use in comparing ordered data. J. Multiv. Anal. 105(1), 45–54 (2012)
Bäuerle, N.: Inequalities for stochastic models via supermodular orderings. Stoch. Models 13(1), 181–201 (1997)
Belzunce, F.: An introduction to the theory of stochastic orders. Boletín de Estadística e Investigacion Operativa (SEIO) 26(1), 4–18 (2010)
Caro-Lopera, F.J., Leiva, V., Balakrishnan, N.: Connection between the Hadamard and matrix products with an application to matrix-variate Birnbaum-Saunders distributions. J. Multiv. Anal. 104(1), 126–139 (2012)
Chen, E.Y., Tsay, R.S., Chen, R.: Constrained factor models for high-dimensional matrix-variate time series. J. Am. Stat. Assoc. 115, 775–793 (2020)
Chen, J.T., Gupta, A.K.: Matrix variate skew normal distributions. Statistics 39(3), 247–253 (2005)
Davidov, O., Peddada, S.: The linear stochastic order and directed inference for multivariate ordered distributions. Annal. Stat. 41, 1–40 (2013)
Denuit, M., Müller, A.: Smooth generators of integral stochastic orders. Ann. Appl. Prob. 12(4), 1174–1184 (2002)
Denuit, M., Dhaene, J., Goovaerts, M., Kaas, R.: Actuarial theory for dependent risks: measures orders and models. Wiley, Chichester, England (2006)
Ding, Y., Zhang, X.: Some stochastic orders of Kotz-type distributions. Stat. Probab. Lett. 69, 389–396 (2004)
Domínguez-Molina, J.A., González-Farías, G., Ramos-Quiroga, R., Gupta, A.K.: A matrix variate closed skew-normal distribution with applications to stochastic frontier analysis. Commun. Stat.-Theory Methods 36(9), 1691–1703 (2007)
Genton, M.G., He, L., Liu, X.: Moments of skew-normal random vectors and their quadratic forms. Stat. Probab. Lett. 51(4), 319–325 (2001)
Hadeler, K.-P.: On copositive matrices. Linear Algebra Appl. 49, 79–89 (1983)
Harrar, S.W., Gupta, A.K.: On matrix variate skew-normal distributions. Statistics 42(2), 179–194 (2008)
Hürlimann, W.: On likelihood ratio and stochastic order for skew-symmetric distributions with a common kernel. Int. J. Contemp. Math. Sci. 8(20), 957–967 (2013)
Jamali, D., Amiri, M., Jamalizadeh, A.: Comparison of the multivariate skew-normal random vectors based on the integral stochastic ordering. Commun. Stat.-Theory Methods 57, 1–13 (2020)
Jamali, D., Amiri, M., Jamalizadeh, A., Balakrishnan, N.: Integral stochastic ordering of the multivariate normal mean-variance and the skew-normal scale-shape mixture models. Stat., Optim. Inf. Comput. 8(1), 1–16 (2020)
Joe, H.: Multivariate concordance. J. Multiv. Anal. 35, 12–30 (1990)
Kim, H.-M., Genton, M.G.: Characteristic functions of scale mixtures of multivariate skew-normal distributions. J. Multiv. Anal. 102(7), 1105–1117 (2011)
Landsman, Z., Tsanakas, A.: Stochastic ordering of bivariate elliptical distributions. Stat. Probab. Lett. 76, 488–494 (2006)
Magnus, J.R., Neudecker, H.: Matrix differential calculus with applications in statistics and econometrics. Wiley, Hoboken, New Jersey (2019)
Müller, A.: Stochastic orders generated by integrals: a unified study. Adv. Appl. Probab. 35, 414–428 (1997)
Müller, A.: Stochastic ordering of multivariate normal distributions. Annal. Instit. Stat. Math. 53(3), 567–575 (2001)
Müller, A., Scarsini, M.: Some remarks on the supermodular order. J. Multiv. Anal. 73(1), 107–119 (2000)
Müller, A., Stoyan, D.: Comparison methods for stochastic models and risks. Wiley, New York (2002)
Ning, W., Gupta, A.K.: Matrix variate extended skew normal distributions. Random Op. Stoch. Eq. 20(4), 299–310 (2012)
Pan, X., Qiu, G., Hu, T.: Stochastic orderings for elliptical random vectors. J. Multiv. Anal. 148, 83–88 (2016)
Rezaei, A., Yousefzadeh, F., Arellano-Valle, R.B.: Scale and shape mixtures of matrix variate extended skew normal distributions. J. Multiv. Anal. 179, 104649 (2020)
Shaked, M., Shanthikumar, J.G.: Stochastic orders. Springer, New York (2007)
Shushi, T.: Generalized skew-elliptical distributions are closed under affine transformations. Stat. Probab. Lett. 134, 1–4 (2018)
Tong, Y.L.: Probability inequalities in multivariate distributions. Academic Press, Boston (2014)
Ye, R., Wang, T., Gupta, A.K.: Distribution of matrix quadratic forms under skew-normal settings. J. Multiv. Anal. 131, 229–239 (2014)
Yin, C.: Stochastic orderings of multivariate elliptical distributions. J. Appl. Probab. 58, 551–568 (2021)
Acknowledgements
The authors would like to thank the anonymous reviewers for their valuable comments and suggestions. This research was supported by the National Natural Science Foundation of China (No. 12071251, 11571198, 11701319).
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Pu, T., Balakrishnan, N. & Yin, C. An Identity for Expectations and Characteristic Function of Matrix Variate Skew-normal Distribution with Applications to Associated Stochastic Orderings. Commun. Math. Stat. 11, 629–647 (2023). https://doi.org/10.1007/s40304-021-00267-2
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s40304-021-00267-2