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Limit theorems for descents and inversions of shelf-shuffles

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abstract

We prove central limit theorems for the number of descents and inversions of permutations produced by shelf-shuffles. These are a model for casino card shuffling machines. We show the asymptotic normality of the number of descents in two limiting regimes depending on the ratio of cards to shelves. On the other hand, we study the inversions by employing a modification of the techniques from Islak's analysis of the statistics of riffle shuffles. In particular, we obtain a bound for the rate of convergence for inversions that is independent of the number of shelves.

fields

math.PR 1

years

2026 1

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UNVERDICTED 1

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Analysis of the asymmetric shelf shuffle

math.PR · 2026-06-16 · unverdicted · novelty 6.0

Extends shelf shuffle analysis from p=1/2 to general p, deriving distributions for cycles, descents, inversions, valleys and RSK shapes.

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  • Analysis of the asymmetric shelf shuffle math.PR · 2026-06-16 · unverdicted · none · ref 3 · internal anchor

    Extends shelf shuffle analysis from p=1/2 to general p, deriving distributions for cycles, descents, inversions, valleys and RSK shapes.