Math 2.0

Probability theory and stochastic processes Definition

Loop-erased random walk

Builds on Random walkGraphStopping time

Definition

Let GG be a graph and let γ=(γ0,…,γn)\gamma = (\gamma_0, \ldots, \gamma_n) be a finite path in GG. Its loop erasure LE(γ)=(σ0,…,σm)\mathrm{LE}(\gamma) = (\sigma_0, \ldots, \sigma_m) is defined inductively. Let s0=max⁡{k:γk=γ0}s_0 = \max \set{k : \gamma_k = \gamma_0} and σ0=γ0\sigma_0 = \gamma_0. If si<ns_i < n, let σi+1=γsi+1\sigma_{i+1} = \gamma_{s_i + 1} and si+1=max⁡{k:γk=σi+1}s_{i+1} = \max \set{k : \gamma_k = \sigma_{i+1}}. Stop at the first i=mi = m with sm=ns_m = n.

Let GG be connected, let AA be a nonempty vertex set, and let XX be a simple random walk on GG from a vertex xx. Assume that the hitting time τA=min⁡{k≥0:Xk∈A}\tau_A = \min \set{k \ge 0 : X_k \in A}, a stopping time, is finite almost surely. The loop-erased random walk from xx to AA is the random path LE(X0,X1,…,XτA)\mathrm{LE}(X_0, X_1, \ldots, X_{\tau_A}).

Remarks

The loop erasure visits each vertex at most once, starts at γ0\gamma_0 and ends at γn\gamma_n. Example: for γ=(0,1,2,1,2,3)\gamma = (0, 1, 2, 1, 2, 3) on ℤ\Z, one gets s0=0s_0 = 0, σ1=1\sigma_1 = 1, s1=3s_1 = 3, σ2=γ4=2\sigma_2 = \gamma_4 = 2, s2=4s_2 = 4, σ3=γ5=3\sigma_3 = \gamma_5 = 3, s3=5s_3 = 5, so LE(γ)=(0,1,2,3)\mathrm{LE}(\gamma) = (0, 1, 2, 3). Non-example: the path (0,1,2,1,2,3)(0, 1, 2, 1, 2, 3) itself is not a loop erasure of anything, since it visits 11 and 22 twice. On a transient graph, such as ℤd\Z^d with d≥3d \ge 3, one also erases the loops of the infinite walk, since each vertex is visited only finitely often. Wilson's algorithm builds a uniform spanning tree of a finite connected graph from successive loop-erased random walks.

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  1. Graph concept
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  3. Stopping time concept
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Further reading

  1. Web https://en.wikipedia.org/wiki/Loop-erased_random_walk
About this page
TagSEKY67RPX5
URIm2://SEKY67RPX5
Kinddefinition
WritingW0 stub
MSC60G50, 82B41, 05C81
DefinesLoop-erased random walk
UsesRandom walk, Graph, Stopping time
Changed2 November 2026

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