Abstract
Several characterizations of symmetry of a probability distribution are provided. These include the equality in distributions of symmetrically chosen upper and lower order statistics, symmetric spacings of order statistics, and quasi-midranges. Characterizations of symmetry based on the moment properties of order statistics, quasi-midranges and spacings are established. Some characterizations in terms of moments of the underlying distribution are also given.
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Ahmadi, J., Fashandi, M.: Characterization of symmetric distributions based on some information measures properties of order statistics. Phys. A Stat. Mech. Appl. 517, 141–152 (2019)
Ahmadi, J., Nagaraja, H.N.: Conditional properties of a random sample given an order statistic. Stat. Pap. (2018). https://doi.org/10.1007/s00362-018-1016-y
Ahsanullah, M.: Characterizations of Univariate Continuous Distributions. Atlantis, Paris (2017)
Allison, J.S., Pretorius, C.: A Monte Carlo evaluation of the performance of two new tests for symmetry. Comput. Stat. 32(4), 1323–1338 (2017)
Amiri, M., Khaledi, B.E.: A new test for symmetry against right skewness. J. Stat. Comput. Simul. 86, 1479–1496 (2016)
Arnold, B. C., Balakrishnan, N., Nagaraja, H. N.: A First Course in Order Statistics. Reprint of the 1992 original edition, (Classic Edition), SIAM, Philadelphia (2008)
Azzalini, A.: The Skew-Normal and Related Families, vol. 3. Cambridge University Press, New York (2014)
Balakrishnan, N., Selvitella, A.: Symmetry of a distribution via symmetry of order statistics. Stat. Prob. Lett. 129, 367–372 (2017)
Baringhaus, L., Henze, N.: A characterization of and new consistent tests for symmetry. Commun. Stat. Theory Methods 21, 1555–1566 (1992)
Billingsley, P.: Probability and Measure, Anniversary edn. Wiley, Hoboken (2011)
Bozin, V., Milošević, B., Nikitin, Y.Y., Obradović, M.: New characterization based symmetry tests. Bull. Malays. Math. Sci. Soc. (2018). https://doi.org/10.1007/s40840-018-0680-3
Burkschat, M., Cramer, E., Kamps, U.: Dual generalized order statistics. Metron-Int. J. Stat. 61, 13–26 (2003)
Cook, D.C.: Müntz-Szász theorems for nilpotent lie groups. J. Funct. Anal. 157, 394–412 (1998)
Dai, X., Niu, C., Guo, X.: Testing for central symmetry and inference of the unknown center. Comput. Stat. Data Anal. 127, 15–31 (2018)
David, H.A., Nagaraja, H.N.: Order Statistics, 3rd edn. Wiley, Hoboken (2003)
Dixon, W.J.: Estimates of the mean and standard deviation of a normal population. Ann. Math. Stat. 28, 806–809 (1957)
Fashandi, M., Ahmadi, J.: Characterizations of symmetric distributions based on Rényi entropy. Stat. Prob. Lett. 82, 798–804 (2012)
Galambos, J., Kotz, S.: Characterizations of Probability Distributions: A Unified Approach with an Emphasis on Exponential and Related Models. Springer, New York (1978)
Goffman, C., Pedrick, G.: First Course in Functional Analysis, vol. 319, 2nd edn. American Mathematical Soc. AMS Chelsea Publishing, Rhode Island (2017)
Higgins, J.R.: Completeness and Basis Properties of Sets of Special Functions. Cambridge University Press, New York (2004)
Huang, J.S.: Moment problem of order statistics: a review. Int. Stat. Rev. 57, 59–66 (1989)
Huber-Carol, C., Balakrishnan, N., Nikulin, M., Mesbah, M.: Goodness-of-Fit Tests and Model Validity. Birkhäuser, Boston (2002)
Hwang, J.S., Lin, G.D.: On a generalized moment problem, II. Proc. Am. Math. Soc. 91, 577–580 (1984)
Jones, M.C.: Families of distributions arising from distributions of order statistics. Test 13, 1–43 (2004)
Kamps, U.: Characterizations of distributions by recurrence relations and identities for moments of order statistics. In Handbook of Statistics, vol. 16. Order Statistics: Theory and Methods, eds N. Balakrishnan and C. R. Rao, Elsevier, Amsterdam, pp. 291–311 (1998)
Kamps, U.: A Concept of Generalized Order Statistics. Teubner, Stuttgart (1995)
Lehmann, E. L., Scheffé, H.: Completeness, similar regions, and unbiased estimation-part I. In Selected Works of EL Lehmann. Springer, Boston, pp. 233–268 (2012)
Marchetti, C.E., Mudholkar, G.S.: Characterization theorems and goodness-of-fit tests. In: Huber-Carol, C., Balakrishnan, N., Nikulin, M.S., Mesbah, M. (eds.) Goodness-of-Fit Tests and Model Validity. Statistics for Industry and Technology. Birkhäuser, Boston (2002)
Milošević, B., Obradović, M.: Characterization based symmetry tests and their asymptotic efficiencies. Stat. Prob. Lett. 119, 155–162 (2016)
Milošević, B., Obradović, M.: Comparison of efficiencies of some symmetry tests around an unknown centre. Statistics 53, 43–57 (2019)
Morris, K., Szynal, D.: Goodness-of-fit tests based on characterizations of continuous distributions. Appl. Math. 27, 475–488 (2000)
Nagaraja, H.N.: Characterizations of probability distributions. In: Pham, H. (ed.) Springer Handbook of Engineering Statistics. Springer Handbooks, pp. 79–95. Springer, London (2006)
Nikitin, Y.Y.: Tests based on characterizations, and their efficiencies: A survey. Acta et Commentationes Universitatis Tartuensis de Mathematica 21, 3–24 (2017)
Nikitin, Y.Y., Ahsanullah, M.: New U-empirical tests of symmetry based on extremal order statistics, and their efficiencies. In: Hallin, M., Mason, D.M., Pfeifer, D., Steinebach, J.G. (eds.) Mathematical Statistics and Limit Theorems, Festschrift in Honour of Paul Deheuvels, pp. 231–248. Springer, Berlin (2015)
Pyke, R.: Spacings. J. R. Stat. Soc. B 27, 395–436 (1965)
Shaked, M., Shanthikumar, J.G.: Stochastic Orders. Springer, New York (2007)
Acknowledgements
The authors would like to thank two anonymous referees for their useful comments and suggestions on the previous version. The research of J. Ahmadi was supported by Ferdowsi University of Mashhad (Grant number 2/50362).
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Ahmadi, J., Fashandi, M. & Nagaraja, H.N. Characterizations of symmetric distributions using equi-distributions and moment properties of functions of order statistics. RACSAM 114, 90 (2020). https://doi.org/10.1007/s13398-020-00820-8
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DOI: https://doi.org/10.1007/s13398-020-00820-8