Birthday paradox, coupon collectors, caching algorithms and self-organizing search

Birthday paradox, coupon collectors, caching algorithms and self-organizing search

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Article ID: iaor19931517
Country: Netherlands
Volume: 39
Issue: 3
Start Page Number: 207
End Page Number: 229
Publication Date: Nov 1992
Journal: Discrete Applied Mathematics
Authors: , ,
Abstract:

This paper introduces a unified framework for the analysis of a class of random allocation processes that include: (i) the birthday paradox; (ii) the coupon collector problem; (iii) least-recently-used caching in memory management systems under the independent reference model; (iv) the move-to-front heuristic of self-organizing search. All analyses are relative to general nonuniform probability distributions. The present approach to these problems comprises two stages. First, the probabilistic phenomena of interest are described by means of regular languages extended by addition of the shuffle product. Next, systematic translation mechanisms are used to derive integral representations for expectations and probability distributions.

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