Competition between Discrete Random Variables, with Applications to Occupancy Problems

preprint2008arXivOpen access

Abstract

Consider nn players whose "scores" are independent and identically distributed values {Xi}i=1n\{X_i\}_{i=1}^n from some discrete distribution FF. We pay special attention to the cases where (i) FF is geometric with parameter p→0p\to0 and (ii) FF is uniform on {1,2,...,N}\{1,2,...,N\}; the latter case clearly corresponds to the classical occupancy problem. The quantities of interest to us are, first, the UU-statistic WW which counts the number of "ties" between pairs i,ji,j; second, the univariate statistic YrY_r, which counts the number of strict rr-way ties between contestants, i.e., episodes of the form Xi1=Xi2=...=Xir{X_i}_1={X_i}_2=...={X_i}_r; Xj≠Xi1;j≠i1,i2,...,irX_j\ne {X_i}_1;j\ne i_1,i_2,...,i_r; and, last but not least, the multivariate vector ZAB=(YA,YA+1,...,YB)Z_{AB}=(Y_A,Y_{A+1},...,Y_B). We provide Poisson approximations for the distributions of WW, YrY_r and ZABZ_{AB} under some general conditions. New results on the joint distribution of cell counts in the occupancy problem are derived as a corollary.

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