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Permutations from ranking independent random variables

Published 8 Oct 2026 in math.PR | (2610.11895v1)

Abstract: Let X1,…,XnX_1,\ldots,X_n be almost surely distinct independent real-valued random variables. Let σσ be the random permutation of 1,…,n{1,\ldots,n} such that $X_{σ(1)}<X_{σ(2)}<\cdots< X_{σ(n)}$. We show that the set of laws of σσ, as the laws of X1,…,XnX_1,\ldots,X_n vary, has semialgebraic dimension [ \sum_{k=2}n {n \choose k}(k-1)! ] as a subset of the (n!−1)(n!-1)-simplex. This establishes a conjecture of Babson, Duchin, Iseli, Poggi-Corradini, Thurston, and Tucker-Foltz who proved that the dimension is upper bounded by the above expression. We prove their conjecture by constructing a family of finitely supported laws for X1,…,XnX_1,\ldots,X_n that provides the correct dimension. We also give an alternative proof of the upper bound using a theorem of Radford. Furthermore, we show that the Mallows law on permutations cannot arise as a law of σσ for n≥4n\geq 4, answering a question of Ed Crane.

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