Abstract

Let $T_{\lambda }$ be a Galton–Watson tree with Poisson($\lambda $) offspring, and let $A$ be a tree property. In this paper, we are concerned with the regularity of the function $\mathbb {P}_{\lambda }(A)\coloneqq \mathbb {P}(T_{\lambda }\models A)$. We show that if a property $A$ can be uniformly approximated by a sequence of properties $\{A_{k}\}$, depending only on the first $k$ vertices in the breadth first exploration of the tree, with a bound in probability of $\mathbb {P}_{\lambda }(A\triangle A_{k}) \le Ce^{-ck}$ over an interval $I = (\lambda _{0}, \lambda _{1})$, then $\mathbb {P}_{\lambda }(A)$ is real analytic in $\lambda $ for $\lambda \in I$. We also present some applications of our results, particularly to properties that are not expressible in first order logic on trees.

Highlights

  • Let X1, X2, . . . be a sequence of independent Poisson random variables with parameter λ

  • We show that if a property A can be uniformly approximated by a sequence of properties {Ak}, depending only on the first k vertices in the breadth first exploration of the tree, with a bound in probability of Pλ(A Ak) ≤ Ce−ck over an interval I = (λ0, λ1), Pλ(A) is real analytic in λ for λ ∈ I

  • A more transparent structural description of Tλ is provided by tree property probabilities, i.e., for a given tree property A, what is the probability that Tλ has this property? For convenience, we will identify this event Tλ |= A with the property A itself, defining fA(λ) := Pλ(Tλ |= A), (1.1)

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Summary

Introduction

Let X1, X2, . . . be a sequence of independent Poisson random variables with parameter λ. In this paper we are interested in the regularity of fλ(A) as a function of λ for certain choices of the tree property A. In essence, this is a question about phase transitions: loss of regularity in Pλ(A) at a particular value of λ is interpreted as phase transition in structure of Tλ, as ‘seen by’ property A. Suppose that a tree property A is rapidly determined over an open interval I ⊆ (0, ∞). We broaden the scope of applicability to the larger class of rapidly determined properties, and secondly, we improve the regularity from C∞ to real analytic. It is similar in spirit to the route taken in [5, 6], where the regularity of Lyapunov exponents for products of discrete random matrices were studied

Analyticity for rapidly determined properties
Examples of rapidly determined properties

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