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First passage locations for two-dimensional lattice random walks and the bell-shape

2025/01/24 by Jacek Wszoła, Wszoła, Jacek
Biochemistry, Genetics and Molecular Biology · Mathematics · #Diffusion and Search Dynamics #FOS: Mathematics #Probability (math.PR) #Stochastic processes and statistical mechanics

paper · pdf · doi:10.48550/arxiv.2501.14393

openalex publication_date 2025/01/24 · openalex created_date 2025/10/10 · openalex updated_date 2026/07/28

Abstract

Let (Xn, Yn) be a two-dimensional diagonal random walk on the lattice ℤ2, with transition probabilities depending only on the position of Yn. In this paper, we study its first passage locations X(τa), where τa is the first time Yn hits level a ∈ ℤ. We prove that the probability mass function of appropriately rescaled X(τa) is a convolution of geometric sequences, two-point sequences and an \mathscrAM-\mathscrCM (absolutely monotone then completely monotone) sequence. In particular, rescaled first passage locations have bell-shaped distributions. In order to prove our results, we introduce and study two new classes of rational functions with alternating zeros or poles. We also prove analogous theorems for standard random walks on the lattice ℤ2 and random walks on the honeycomb lattice.

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