Let η = (η1, …, η$$) be a multinomial random vector with parameters n = η1 + ⋯ + η$$ and p$$ > 0, m = 1, …, N, p1 + ⋯ + p$$ = 1. We assume that N →∞ and maxp$$ → 0 as n →∞. The probabilities of large deviations for statistics of the form h1(η1) + ⋯ + h$$(η$$) are studied, where h$$(x) is a real-valued function of a non-negative integer-valued argument. The new large deviation results for the power-divergence statistics and its most popular special variants, as well as for several count statistics are derived as consequences of the general theorems.
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DOI : 10.1051/ps/2020020
Keywords: Chi-square statistic, count statistics, log-likelihood ration statistic, large deviations, multinomial distribution, Poisson distribution, power divergence statistics
@article{PS_2020__24_1_581_0,
author = {Mirakhmedov, Sherzod M.},
title = {The probabilities of large deviations for a certain class of statistics associated with multinomial distribution},
journal = {ESAIM: Probability and Statistics},
pages = {581--606},
year = {2020},
publisher = {EDP Sciences},
volume = {24},
doi = {10.1051/ps/2020020},
mrnumber = {4160332},
zbl = {1455.60046},
language = {en},
url = {https://www.numdam.org/articles/10.1051/ps/2020020/}
}
TY - JOUR AU - Mirakhmedov, Sherzod M. TI - The probabilities of large deviations for a certain class of statistics associated with multinomial distribution JO - ESAIM: Probability and Statistics PY - 2020 SP - 581 EP - 606 VL - 24 PB - EDP Sciences UR - https://www.numdam.org/articles/10.1051/ps/2020020/ DO - 10.1051/ps/2020020 LA - en ID - PS_2020__24_1_581_0 ER -
%0 Journal Article %A Mirakhmedov, Sherzod M. %T The probabilities of large deviations for a certain class of statistics associated with multinomial distribution %J ESAIM: Probability and Statistics %D 2020 %P 581-606 %V 24 %I EDP Sciences %U https://www.numdam.org/articles/10.1051/ps/2020020/ %R 10.1051/ps/2020020 %G en %F PS_2020__24_1_581_0
Mirakhmedov, Sherzod M. The probabilities of large deviations for a certain class of statistics associated with multinomial distribution. ESAIM: Probability and Statistics, Tome 24 (2020), pp. 581-606. doi: 10.1051/ps/2020020
[1] , Necessity of the Cramer, Linnik and Statulevicius conditions for Large deviation probabilities. J. Math. Sci. 109 (2002) 2031–2036. | MR | Zbl | DOI
[2] and , The conditions of asymptotic normality of multidimensional randomized decomposable statistics. Discrete Math. Appl. 1 (1991) 219–227. | Zbl | MR | DOI
[3] and , Multinomial goodness-of-Fit tests. J. R. Statist. Soc. Ser. B 46 (1984) 440–464. | MR | Zbl
[4] and , Pearson’s X2 and the Log-likelihood Ratio Statistic G2: a comparative review. Int. Statist. Rev. 57 (1989) 19–43. | Zbl | DOI
[5] , Information measures: a critical survey, in Transactions of the 7th Prague Conference on Information Theory, Statistical Decision Functions, Random Processes (1997) 73–86. | Zbl
[6] , Asymptotic normality and efficiency for certain goodness-of-fit tests. Biometrica 59 (1072) 137–145. | MR | Zbl | DOI
[7] , Generalized intermediate efficiency of goodness-of-fit tests. Math. Methods Statist. 8 (1999) 487–509. | MR | Zbl
[8] , On a generalization of separable statistics. Theory Probab. Appl. 30 (1985) 835–840. | MR | Zbl | DOI
[9] and , Decomposable statistics and a hypothesis testing. The small sample case. Theor. Probabl. Appl. 23 (1978) 796–806. | MR | Zbl
[10] and , On limit theorems for the decomposable statistics and efficiency of the corresponding statistical tests. Discrete Math. Appl. 2 (1992) 547–562. | Zbl | MR | DOI
[11] and , Large deviations and intermediate efficiency of the decomposable statistics in multinomial scheme. Math. Methods Statist. 4 (1995) 294–311. | MR | Zbl
[12] , On moderate and large deviations in multinomial distributions. Ann. Statist. 13 (1985) 1554–1580. | MR | Zbl
[13] , Martingale limit theorems for divisible statistics. Theor. Probabl. Appl. 28 (1984) 530–548. | MR | Zbl | DOI
[14] , Convergence properties in certain occupancy problems including the Karlin–Rauoult law. J. Appl. Probab. 48 (2011) 1095–1113. | MR | Zbl | DOI
[15] and , An empirical investigation of goodness-of-fit statistics for spars multinomial. J. Am. Stat. Assoc., Sec. Theory Methods 75 (1980) 336–344. | Zbl | DOI
[16] , and , Random Allocations. Halstead Press (Wiley), New York (1978). | MR | Zbl
[17] , and , Sparse serial tests of uniformity for random number generators. SIAM J. Sci. Comput. 24 (2002) 652–668. | MR | Zbl | DOI
[18] and , On the choice of the number of intervals in the application of the chi-square test. Ann. Math. Statist. 13 (1942) 306–317. | MR | Zbl | DOI
[19] , and , Asymptotic divergence of estimates of discrete distributions. J. Stat. Plann. Inference 48 (1995) 347–369. | MR | Zbl | DOI
[20] , Approximation of the distribution of multi-dimensional randomized divisible statistics by normal distribution (multinomial scheme). Theory Probabl. Appl. 32 (1987) 696–707. | MR | Zbl | DOI
[21] Randomized decomposable statistics in the scheme of independent allocation of particles into boxes. Discrete Math. Appl. 2 (1992) 91–108. | MR | Zbl | DOI
[22] , Mirakhmedov is the former Mirakhmedov S.A. Asymptotic normality associated with generalized occupancy problems. Stat. Probabl. Lett. 77 (2007) 1549–1558. | MR | Zbl | DOI
[23] , and , On Edgeworth expansion in generalized urn models. J. Theor. Probab. 27 (2014) 725–753. | MR | Zbl | DOI
[24] , Estimates of closeness of the distribution of a randomized separable statistic to the normal law in a multinomial scheme. Theory Probabl. Appl. 30 (1986) 192–196. | MR | Zbl | DOI
[25] , Tests of Chi-squared type, in Goodness-of-Fit Techniques, edited by and . Marcel Dekker, New York (1986) 63–95.
[26] , Central limit theorems of multinomial sums. Ann. Statist. 3 (1975) 165–188. | MR | Zbl | DOI
[27] , Statistical Inference based on Divergence Measures. Chapman & Hall–CRC, Boca Raton (2006). | MR | Zbl
[28] , , and , Limit theorems for empirical Rényi entropy and divergence with applications to molecular diversity analysis. TEST 25 (2016) 654–673. | MR | Zbl | DOI
[29] and , Normal approximations to sums of scores based on occupancy numbers. Ann. Probab. 12 (1984) 794–804. | MR | Zbl | DOI
[30] and , Efficiencies of chi-square and likelihood ratio goodness-of-fit tests. Ann. Statist. 13 (1985) 727–742. | MR | Zbl | DOI
[31] and , Goodness-of-Fit Statistics for Discrete Multivariate Data. Springer, New York (1988). | MR | Zbl | DOI
[32] and , Double asymptotics for the chi-square statistic. Stat. Probabl. Lett. 119 (2016) 317–325. | MR | Zbl | DOI
[33] , Moment recurrence relations for binomial, Poisson and hypergeometric frequency distributions. Ann. Math. Stat. 8 (1937) 103–111. | Zbl | JFM | DOI
[34] , A theorem on the probabilities of large deviations for the decomposable statistics and its application in statistics. Mate. Notes 36 (1984) 603–615. | MR | Zbl
[35] and , Limit Theorems for Large Deviations., Vol. 232. Kluwer Academic Publishers, Dordrecht, Boston, London (1991). | Zbl | DOI
[36] , and , Large deviation probabilities for decomposable statistics in a polynomial scheme. Theory Probab. Appl. 34 (1989) 706–719. | Zbl | MR
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