On a conjecture on uniform group drawings in the coupon collector problem

We address a conjecture of Schilling concerning the optimality of the uniform distribution in the generalized Coupon Collector’s Problem (CCP) where, in each round, a subset (package) of s coupons is drawn from a total of n distinct coupons. While the classical CCP (with single-coupon draws) is well understood, the group-draw variant, where packages of size s are drawn, presents new challenges and has applications in areas such as biological network models. Consider the set of all distributions over the collection of (ns) packages of size s. Schilling showed that, for s=n−1, the uniform distribution yields the minimal expected time for collecting all coupons. She further conjectured that, for 2≤s≤n−2, the uniform distribution does not yield the minimum. We prove Schilling’s conjecture in full by presenting “natural” non-uniform distributions yielding strictly lower expected collection times. Explicit formulas are provided for the expected number of rounds under these and related distributions.

Authors

Institutions

Publication Details

Journal
Stochastic Models
Published
2026-05-27
DOI
https://doi.org/10.1080/15326349.2026.2671340
Primary Topic
Metallurgy and Material Forming
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

On a conjecture on uniform group drawings in the coupon collector problem

Daniel Berend, Tomer Sher
Stochastic Models
Metallurgy and Material Forming
article

On a conjecture on uniform group drawings in the coupon collector problem

Daniel Berend, Tomer Sher
article en

Abstract

We address a conjecture of Schilling concerning the optimality of the uniform distribution in the generalized Coupon Collector’s Problem (CCP) where, in each round, a subset (package) of s coupons is drawn from a total of n distinct coupons. While the classical CCP (with single-coupon draws) is well understood, the group-draw variant, where packages of size s are drawn, presents new challenges and has applications in areas such as biological network models. Consider the set of all distributions over the collection of (ns) packages of size s. Schilling showed that, for s=n−1, the uniform distribution yields the minimal expected time for collecting all coupons. She further conjectured that, for 2≤s≤n−2, the uniform distribution does not yield the minimum. We prove Schilling’s conjecture in full by presenting “natural” non-uniform distributions yielding strictly lower expected collection times. Explicit formulas are provided for the expected number of rounds under these and related distributions.

Stochastic Models
Ben-Gurion University of the Negev (IL)
Openalex Percentile: Top 100%
Metallurgy and Material Forming
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.