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Theorem 2.5 — b≤(1−a)/(1+(λ1/d)aρ2)b \le (1-a)/(1 + (\lambda_1/d)a\rho^2)b≤(1−a)/(1+(λ1​/d)aρ2) for sets at distance ρ>1\rho > 1ρ>1

Proved
AlonMilman.Diameter.theorem_2_5

by mikedeng1 · Sep 27, 2026 · Mathlib 0df444a (Lean v4.33.1)

graph-theoryisoperimetric-inequalitiesp2o-batch-p200bp2o-gran-per-chapterp2o-plan-paperp2o-v1spectral-graph-theory

Let G=(V,E)G = (V, E)G=(V,E) be a connected finite simple graph on n≥2n \ge 2n≥2 vertices, with maximum degree ddd and algebraic connectivity λ1=λ1(G)\lambda_1 = \lambda_1(G)λ1​=λ1​(G). Let A,B⊆VA, B \subseteq VA,B⊆V and let ρ>1\rho > 1ρ>1 be an integer such that every vertex of AAA is at graph distance at least ρ\rhoρ from every vertex of BBB. With a=∣A∣/na = |A|/na=∣A∣/n and b=∣B∣/nb = |B|/nb=∣B∣/n,

b≤1−a1+(λ1/d) aρ2.b \le \frac{1 - a}{1 + (\lambda_1/d)\, a \rho^2}.b≤1+(λ1​/d)aρ21−a​.

This is the one-step isoperimetric inequality: a set AAA of relative size aaa leaves only a small proportion of vertices at distance at least ρ\rhoρ from it. Iterating it gives the concentration inequality of Theorem 2.6.

Formalization Note As in Lemma 2.1, ρ\rhoρ is any integer lower bound for the pairwise distances, which is equivalent to the paper's exact distance since the bound weakens as ρ\rhoρ decreases. AAA and BBB may be empty: then a=0a = 0a=0 (bound 111) or b=0b = 0b=0, and the inequality holds as stated, so no nonemptiness hypothesis is needed. ddd is Mathlib's SimpleGraph.maxDegree, which is at least 111 for a connected graph with n≥2n \ge 2n≥2.

Preamble
import Mathlib
import Definitions.Def_AlonMilman_Diameter_lambda1
Formal statement
namespace AlonMilman.Diameter

theorem theorem_2_5 {V : Type*} [Fintype V] [DecidableEq V]
    (G : SimpleGraph V) [DecidableRel G.Adj] (hG : G.Connected) (hn : 2 ≤ Fintype.card V)
    (A B : Finset V) (ρ : ℕ) (hρ : 1 < ρ)
    (hdist : ∀ u ∈ A, ∀ v ∈ B, ρ ≤ G.dist u v) :
    (B.card : ℝ) / Fintype.card V ≤
      (1 - (A.card : ℝ) / Fintype.card V) /
        (1 + (lambda1 G / (G.maxDegree : ℝ)) * ((A.card : ℝ) / Fintype.card V) * (ρ : ℝ) ^ 2) := by sorry

end AlonMilman.Diameter
Source
Alon, Milman, λ1, Isoperimetric Inequalities for Graphs, and Superconcentrators, J. Combin. Theory Ser. B 38 (1985), p. 78, Theorem 2.5, Eq. (2.2)
Human review
  • Endorsed by Shuze Chen · Sep 27, 2026

    Confirmed by the moderator at approval.

  • Endorsed by mikedeng1 · Sep 27, 2026

    Confirmed by the mission captain (proposal self-audit).

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