On the intermediate asymptotic efficiency of goodness-of-fit tests in multinomial distributions
ESAIM: Probability and Statistics, Tome 26 (2022), pp. 473-494

We consider goodness-of-fit tests for uniformity of a multinomial distribution by means of tests based on a class of symmetric statistics, defined as the sum of some function of cell-frequencies. We are dealing with an asymptotic regime, where the number of cells grows with the sample size. Most attention is focused on the class of power divergence statistics. The aim of this article is to study the intermediate asymptotic relative efficiency of two tests, where the powers of the tests are asymptotically non-degenerate and the sequences of alternatives converge to the hypothesis, but not too fast. The intermediate asymptotic relative efficiency of the χ2 test wrt an arbitrary symmetric test is considered in details.

DOI : 10.1051/ps/2022010
Classification : 62G10, 62G20
Keywords: Asymptotic efficiency, χ2 statistic, log-likelihood ratio statistic, goodness-of-fit tests, multinomial distribution, power divergence statistics
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     title = {On the intermediate asymptotic efficiency of goodness-of-fit tests in multinomial distributions},
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Mirakhmedov, Sherzod M. On the intermediate asymptotic efficiency of goodness-of-fit tests in multinomial distributions. ESAIM: Probability and Statistics, Tome 26 (2022), pp. 473-494. doi: 10.1051/ps/2022010

[1] N.A.C. Cressie and T.R.C. Read, Multinomial goodness-of-fit tests. J. Roy. Statist. Soc. Ser B 46 (1984) 440–464. | MR | Zbl | DOI

[2] B. Ćmiel, T. Inglot and T. Ledwina, Intermediate efficiency of some weighted goodness-of-fit statistics. J. Nonparam. Stat. 32 (2020) 667–703. | MR | Zbl | DOI

[3] L. Holst, Asymptotic normality and efficiency for certain goodness-of-fit tests. Biometrica 59 (1972) 137–145. | MR | Zbl | DOI

[4] T. Inglot, Generalized intermediate efficiency of goodness-of-fit tests. Math. Methods Statist. 8 (1999) 487–509. | MR | Zbl

[5] T. Inglot, Intermediate efficiency of tests under heavy-tailed alternatives. Probab. Math. Statist. 40 (2020) 331–348. | MR | Zbl

[6] T. Inglot, T. Ledwina and B. Ćmiel, Intermediate efficiency in nonparametric testing problems with an application to some weighted statistics. ESAIM: PS 23 (2019) 697–738. | MR | Zbl | Numdam | DOI

[7] G.I. Ivchenko and Y.I. Medvedev, Decomposable statistics and verifying of tests. Small sample case. Theory Probab. Appl. 23 (1978) 796–806. | Zbl

[8] G.I. Ivchenko and S.A. Mirakhmedov, Large deviations and intermediate efficiency of the decomposable statistics in multinomial scheme. Math. Methods Statist. 4 (1995) 294–311. | MR | Zbl

[9] W.C.M. Kallenberg, Intermediate efficiency, theory and examples. Ann. Statist. 11 (1983) 1401–1420 | MR | Zbl

[10] W.C.M. Kallenberg, On moderate and large deviations in multinomial distributions. Ann. Statist. 13 (1985) 1554–1580. | MR | Zbl

[11] S.A. Mirakhmedov, Randomized decomposable statistics in the scheme of independent allocating particles into boxes. Discrete Math. Appl. 2 (1992) 91–108. | Zbl | MR | DOI

[12] S.M. Mirakhmedov, S.R. Jammalamadaka and B.M. Ibragim, On Edgeworth expansions in generalized urn models. J. Theor. Probab. 27 (2014) 725–753. | MR | Zbl | DOI

[13] S.M. Mirakhmedov, The probabilities of large deviations associated with multinomial distribution. [math.PR] (2022). | arXiv | Zbl | Numdam

[14] S.M. Mirakhmedov, On the asymptotic properties of a certain class of goodness of-fit tests associated with multinomial distributions. Commun. Stat. Theory Methods (2021) doi: . | DOI | MR | Zbl

[15] Y.Y. Nikitin, Asymptotic efficiency of nonparametric tests. Cambridge University Press (1995). | MR | Zbl | DOI

[16] M.P. Quine and J. Robinson, Efficiencies of chi-square and likelihood ratio goodness-of-fit tests. Ann. Stat. 13 (1985) 727–742. | MR | Zbl | DOI

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