MULTIPLE DRAWING MULTI-COLOUR URNS BY STOCHASTIC APPROXIMATION

被引:20
|
作者
Lasmar, Nabil [1 ]
Mailler, Cecile [2 ]
Selmi, Olfa [3 ]
机构
[1] Inst Preparatoire Etud Ingn, Dept Math, Monastir, Tunisia
[2] Univ Bath, Dept Math Sci, Bath BA2 7AY, Avon, England
[3] Fac Sci Monastir, Dept Math, Monastir, Tunisia
基金
英国工程与自然科学研究理事会;
关键词
Multiple drawing Polya urn; limit theorem; stochastic approximation; reinforced process; discrete-time martingale; LIMIT-THEOREMS; BRANCHING-PROCESSES; MODELS; SCHEMES;
D O I
10.1017/jpr.2018.16
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
A classical Polya urn scheme is a Markov process where the evolution is encoded by a replacement matrix (R-i,R- j)1 <= i, j <= d. At every discrete time-step, we draw a ball uniformly at random, denote its colour c, and replace it in the urn together with R-c,R- j balls of colour j (for all 1 <= j <= d). We study multiple drawing Polya urns, where the replacement rule depends on the random drawing of a set of m balls from the urn (with or without replacement). Many particular examples of this situation have been studied in the literature, but the only general results are due to Kuba and Mahmoud (2017). These authors proved second-order asymptotic results in the two-colour case, under the so-called balance and affinity assumptions, the latter being somewhat artificial. The main idea of this work is to apply stochastic approximation methods to this problem, which enables us to prove analogous results to Kuba and Mahmoud, but without the artificial affinity hypothesis, and, for the first time in the literature, in the d-colour case (d >= 3). We also provide some partial results in the two-colour nonbalanced case, the novelty here being that the only results for this case currently in the literature are for particular examples.
引用
收藏
页码:254 / 281
页数:28
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