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Weighted moments and sharp convergence rates for supercritical multitype branching processes

Sheng Xiao, Yingqiu Li, Xingang Liang

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Source: arXiv

Published: Oct 11, 2026

arXiv: 2610.15273

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Source abstract

Let Zni=(Zni(1),⋯ ,Zni(d)),n⩾0Z_n^i=(Z_n^i(1),\cdots,Z_n^i(d)), n\geqslant0, be a supercritical dd-type branching process starting from a single particle of type i∈{1,⋯ ,d}i\in\{1,\cdots,d\}, where dd is a positive integer. The Kesten-Stigum theorem states that if the mean matrix MM of the offspring distribution has spectral radius ρ>1ρ>1 with the associated positive left and right eigenvectors uu and vv, then for all 1⩽i⩽d1\leqslant i \leqslant d, the sequence Wni=⟨Zni,u⟩/ρnu(i)W_n^i=\langle Z_n^i,u\rangle/ρ^n u(i) forms a non-negative martingale, and hence converges almost surely to a random variable WiW^i as n→∞n\rightarrow\infty. In this paper, we investigate the asymptotic properties of the martingale {Wni}\{W_n^i\}, focusing on weighted moments and sharp rates of convergence. We establish necessary and sufficient conditions for the finiteness of φφ-moments of WiW^i, where φ(x)=xαℓ(x)φ(x)=x^α\ell(x) with α⩾1α\geqslant1 and ℓ\ell is a positive function slowly varying at infinity. We also determine the sharp exponential rate of convergence of WniW_n^i to WiW^i in the φφ-moment sense, identify a phase transition at the critical rate ρ1/2,ρ^{1/2}, and characterize the behavior at the critical value. Our proofs rely on the double martingale structure of the fundamental martingale and on convex inequalities for martingales.

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Weighted moments and sharp convergence rates for supercritical multitype branching processes — Mathematical Frontier Network