On normal approximations to symmetric hypergeometric laws
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- by Lutz Mattner and Jona Schulz PDF
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Abstract:
The Kolmogorov distances between a symmetric hypergeometric law with standard deviation $\sigma$ and its usual normal approximations are computed and shown to be less than $1/(\sqrt {8\pi }\,\sigma )$, with the order $1/\sigma$ and the constant $1/\sqrt {8\pi }$ being optimal. The results of Hipp and Mattner (2007) for symmetric binomial laws are obtained as special cases.
Connections to Berry-Esseen type results in more general situations concerning sums of simple random samples or Bernoulli convolutions are explained.
Auxiliary results of independent interest include rather sharp normal distribution function inequalities, a simple identifiability result for hypergeometric laws, and some remarks related to Lévy’s concentration-variance inequality.
References
- Charalambos D. Aliprantis and Kim C. Border, Infinite dimensional analysis, 3rd ed., Springer, Berlin, 2006. A hitchhiker’s guide. MR 2378491
- Sergey G. Bobkov and Gennadiy P. Chistyakov, On concentration functions of random variables, J. Theoret. Probab. 28 (2015), no. 3, 976–988. MR 3413964, DOI 10.1007/s10959-013-0504-1
- Jerome Cornfield, On samples from finite populations, J. Amer. Statist. Assoc. 39 (1944), 236–239. MR 10940, DOI 10.1080/01621459.1944.10500680
- Paul Erdős and Alfréd Rényi, On the central limit theorem for samples from a finite population, Magyar Tud. Akad. Mat. Kutató Int. Közl. 4 (1959), 49–61 (English, with Russian and Hungarian summaries). MR 107294
- C. G. Esseen, A moment inequality with an application to the central limit theorem, Skand. Aktuarietidskr. 39 (1956), 160–170 (1957). MR 90166, DOI 10.1080/03461238.1956.10414946
- C. J. Everett, Inequalities for the Wallis product, Math. Mag. 43 (1970), 30–33. MR 259176, DOI 10.2307/2688108
- W. Feller, On the normal approximation to the binomial distribution, Ann. Math. Statistics 16 (1945), 319–329. MR 15706, DOI 10.1214/aoms/1177731058
- R. D. Foley, T. P. Hill, and M. C. Spruill, A generalization of Lévy’s concentration-variance inequality, Probab. Theory Related Fields 86 (1990), no. 1, 53–62. MR 1061948, DOI 10.1007/BF01207513
- David Freedman, A remark on the difference between sampling with and without replacement, J. Amer. Statist. Assoc. 72 (1977), no. 359, 681. MR 445667, DOI 10.1080/01621459.1977.10480637
- W. Hengartner and R. Theodorescu, Concentration functions, Probability and Mathematical Statistics, No. 20, Academic Press [Harcourt Brace Jovanovich, Publishers], New York-London, 1973. MR 0331448
- C. Hipp and L. Mattner, On the normal approximation to symmetric binomial distributions, Teor. Veroyatn. Primen. 52 (2007), no. 3, 610–617 (English, with Russian summary); English transl., Theory Probab. Appl. 52 (2008), no. 3, 516–523. MR 2743033, DOI 10.1137/S0040585X97983213
- Thomas Höglund, Sampling from a finite population: a remainder term estimate, Scand. J. Statist. 5 (1978), no. 1, 69–71. MR 471130
- Maurice Kendall, Alan Stuart, and J. Keith Ord, Kendall’s advanced theory of statistics. Vol. 1, 5th ed., The Clarendon Press, Oxford University Press, New York, 1987. Distribution theory. MR 902361
- S. N. Lahiri and A. Chatterjee, A Berry-Esseen theorem for hypergeometric probabilities under minimal conditions, Proc. Amer. Math. Soc. 135 (2007), no. 5, 1535–1545. MR 2276664, DOI 10.1090/S0002-9939-07-08676-5
- S. N. Lahiri, A. Chatterjee, and T. Maiti, Normal approximation to the hypergeometric distribution in nonstandard cases and a sub-Gaussian Berry-Esseen theorem, J. Statist. Plann. Inference 137 (2007), no. 11, 3570–3590. MR 2363278, DOI 10.1016/j.jspi.2007.03.033
- P. Lévy, Théorie de l’addition des variables aléatoires, deuxième édition, Gauthier-Villars, 1954.
- D. S. Mitrinović, J. E. Pečarić, and A. M. Fink, Classical and new inequalities in analysis, Mathematics and its Applications (East European Series), vol. 61, Kluwer Academic Publishers Group, Dordrecht, 1993. MR 1220224, DOI 10.1007/978-94-017-1043-5
- Ibrahim Bin Mohamed and Sherzod M. Mirakhmedov, Approximation by normal distribution for a sample sum in sampling without replacement from a finite population, Sankhya A 78 (2016), no. 2, 188–220. MR 3575740, DOI 10.1007/s13171-016-0088-9
- Dietrich Morgenstern, Einführung in die Wahrscheinlichkeitsrechnung und mathematische Statistik, Die Grundlehren der mathematischen Wissenschaften, Band 124, Springer-Verlag, Berlin-New York, 1968 (German). Zweite, verbesserte Auflage. MR 0254884, DOI 10.1007/978-3-642-99936-9
- Sigeiti Moriguti, A lower bound for a probability moment of any absolutely continuous distribution with finite variance, Ann. Math. Statistics 23 (1952), 286–289. MR 47283, DOI 10.1214/aoms/1177729447
- S. V. Nagaev and V. I. Chebotarev, On the estimation of the closeness of the binomial distribution to the normal distribution, Teor. Veroyatn. Primen. 56 (2011), no. 2, 248–278 (Russian, with Russian summary); English transl., Theory Probab. Appl. 56 (2012), no. 2, 213–239. MR 3136472, DOI 10.1137/S0040585X97985364
- S. V. Nagaev, V. I. Chebotarev, and A. Ya. Zolotukhin, A non-uniform bound of the remainder term in the central limit theorem for Bernoulli random variables, J. Math. Sci. (N.Y.) 214 (2016), no. 1, 83–100. MR 3476252, DOI 10.1007/s10958-016-2759-4
- K. Neammanee, A refinement of normal approximation to Poisson binomial, Int. J. Math. Math. Sci. 5 (2005), 717–728. MR 2173687, DOI 10.1155/IJMMS.2005.717
- W. L. Nicholson, On the normal approximation to the hypergeometric distribution, Ann. Math. Statist. 27 (1956), 471–483. MR 87246, DOI 10.1214/aoms/1177728270
- George Pólya and Gábor Szegő, Problems and theorems in analysis. I, Corrected printing of the revised translation of the fourth German edition, Grundlehren der Mathematischen Wissenschaften [Fundamental Principles of Mathematical Sciences], vol. 193, Springer-Verlag, Berlin-New York, 1978. Series, integral calculus, theory of functions; Translated from the German by D. Aeppli. MR 580154
- R. Remmert and G. Schumacher, Funktionentheorie 1, 5. Auflage Springer, 2002.
- A. Rényi, Probability theory, North-Holland Series in Applied Mathematics and Mechanics, Vol. 10, North-Holland Publishing Co., Amsterdam-London; American Elsevier Publishing Co., Inc., New York, 1970. Translated by László Vekerdi. MR 0315747
- Zoltán Sasvári, Inequalities for binomial coefficients, J. Math. Anal. Appl. 236 (1999), no. 1, 223–226. MR 1702663, DOI 10.1006/jmaa.1999.6420
- Zoltan Sasvari and John H. Lindsey II, Problems and Solutions: Solutions: An Estimate for the Normal Distribution: 10709, Amer. Math. Monthly 107 (2000), no. 4, 376–377. MR 1543665, DOI 10.2307/2589201
- I. G. Shevtsova, On the absolute constants in the Berry-Esseen inequality and its structural and nonuniform improvements (Russian, with an English abstract), Informatika i Ee Primeneniya 7 (2013), 124–125.
- V. A. Vatutin and V. G. Mikhaĭlov, Limit theorems for the number of empty cells in an equiprobable scheme for the distribution of particles by groups, Teor. Veroyatnost. i Primenen. 27 (1982), no. 4, 684–692 (Russian, with English summary). MR 681461
Additional Information
- Lutz Mattner
- Affiliation: Universität Trier, Fachbereich IV – Mathematik, 54286 Trier, Germany
- MR Author ID: 315405
- Email: mattner@uni-trier.de
- Jona Schulz
- Affiliation: Universität Trier, Fachbereich IV – Mathematik, 54286 Trier, Germany
- Email: jonaschulz87@gmail.com
- Received by editor(s): April 24, 2014
- Received by editor(s) in revised form: May 24, 2016
- Published electronically: September 7, 2017
- © Copyright 2017 American Mathematical Society
- Journal: Trans. Amer. Math. Soc. 370 (2018), 727-748
- MSC (2010): Primary 60E15; Secondary 60F05
- DOI: https://doi.org/10.1090/tran/6986
- MathSciNet review: 3717995