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Main Author: Tripathy, Chijul B.
Format: Preprint
Published: 2025
Subjects:
Online Access:https://arxiv.org/abs/2512.00101
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author Tripathy, Chijul B.
author_facet Tripathy, Chijul B.
contents We introduce a fun problem that can be considered as a variant of the classic birthday problem, the Bottleneck Birthday Problem (BBP). It is stated as: what is the maximum number of people we have to choose so that no day of the year has more than r >= 1 birthdays incident on it with probability at least 1/2? We provide a survey of techniques used in the literature on occupancy and load balancing problems to derive recurrence relations for exact computation of the probability, and the number of people keeping probability fixed at a threshold. Further, we show that restricted Stirling numbers of the second kind can be used to derive an additional recurrence, in a novel way. We provide complexity comparisons and numerical results from an implementation of the recurrences.
format Preprint
id arxiv_https___arxiv_org_abs_2512_00101
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle The Bottleneck Birthday Problem
Tripathy, Chijul B.
Discrete Mathematics
Combinatorics
We introduce a fun problem that can be considered as a variant of the classic birthday problem, the Bottleneck Birthday Problem (BBP). It is stated as: what is the maximum number of people we have to choose so that no day of the year has more than r >= 1 birthdays incident on it with probability at least 1/2? We provide a survey of techniques used in the literature on occupancy and load balancing problems to derive recurrence relations for exact computation of the probability, and the number of people keeping probability fixed at a threshold. Further, we show that restricted Stirling numbers of the second kind can be used to derive an additional recurrence, in a novel way. We provide complexity comparisons and numerical results from an implementation of the recurrences.
title The Bottleneck Birthday Problem
topic Discrete Mathematics
Combinatorics
url https://arxiv.org/abs/2512.00101