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Burning Random Trees

Luc Devroye, Austin Eide, Pawel Pralat

TL;DR

This paper analyzes the burning number $b(T_n)$ of conditioned Galton–Watson trees $T_n$ with offspring distribution $\xi$ satisfying $E[\xi]=1$ and $0<\mathrm{Var}[\xi]=\sigma^{2}<\infty$. By reducing burning to a ball-covering problem and employing both combinatorial bounds and probabilistic analysis of conditioned trees via DFS/Lukasiewicz representations, the authors prove that $b(T_n)$ scales as $n^{1/3}$ in probability: specifically, for any $\varepsilon(n)\to0$, $(\varepsilon n)^{1/3} \le b(T_n) \le (n/\varepsilon)^{1/3}$ with probability $1-O(\varepsilon)$. The lower bound relies on a bound for the expected number of vertex pairs at fixed distances, while the upper bound uses a deterministic covering strategy with balls of radius $2k$ and a probabilistic height bound for subtrees. The results place the burning process on random simply generated trees in a precise $n^{1/3}$-scaling regime and suggest avenues toward a limit theorem and universal constants involving $\sigma^{2}$.

Abstract

Let $\mathcal{T}$ be a Galton-Watson tree with a given offspring distribution $ξ$, where $ξ$ is a $Z_{\geq 0}$-valued random variable with $E[ξ] = 1$ and $0 < σ^{2}:=Var[ξ] < \infty$. For $n \geq 1$, let $T_{n}$ be the tree $\mathcal{T}$ conditioned to have $n$ vertices. In this paper we investigate $b(T_n)$, the burning number of $T_n$. Our main result shows that asymptotically almost surely $b(T_n)$ is of the order of $n^{1/3}$.

Burning Random Trees

TL;DR

This paper analyzes the burning number of conditioned Galton–Watson trees with offspring distribution satisfying and . By reducing burning to a ball-covering problem and employing both combinatorial bounds and probabilistic analysis of conditioned trees via DFS/Lukasiewicz representations, the authors prove that scales as in probability: specifically, for any , with probability . The lower bound relies on a bound for the expected number of vertex pairs at fixed distances, while the upper bound uses a deterministic covering strategy with balls of radius and a probabilistic height bound for subtrees. The results place the burning process on random simply generated trees in a precise -scaling regime and suggest avenues toward a limit theorem and universal constants involving .

Abstract

Let be a Galton-Watson tree with a given offspring distribution , where is a -valued random variable with and . For , let be the tree conditioned to have vertices. In this paper we investigate , the burning number of . Our main result shows that asymptotically almost surely is of the order of .
Paper Structure (6 sections, 10 theorems, 35 equations, 2 figures)

This paper contains 6 sections, 10 theorems, 35 equations, 2 figures.

Key Result

Theorem 1.2

Let $T_{n}$ be a conditioned Galton---Watson tree of order $n$, subject to (eq:distribution). For any $\epsilon = \epsilon(n)$ tending to $0$ as $n \to \infty$, we have

Figures (2)

  • Figure 1: A tree $T$ (a) and a cycle corresponding to a depth-first search of $T$ (b). Any burning sequence for the cycle projects to a burning sequence for the tree.
  • Figure 2: A rooted tree $\tau$ with preorder degree sequence $(1,2,2,0,0,1,0)$ (a) and its lattice path representation (b).

Theorems & Definitions (15)

  • Conjecture 1.1
  • Theorem 1.2
  • Theorem 3.1: devroye2011distances
  • Proposition 3.2
  • proof
  • Lemma 4.1
  • proof
  • Lemma 4.2
  • Lemma 4.3: janson2012simply
  • Lemma 4.4: janson2012simply
  • ...and 5 more