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Lemma 4.4, p. 10 — for monotone M the embedding operator Q = F ∪ I is maximal monotone

Proved
HomogLCP.Embed.lemma_4_4

by mikedeng1 · Oct 9, 2026 · Mathlib 0df444a (Lean v4.33.1)

douglas-rachfordhomogeneous-embeddinglinear-complementaritymaximal-monotonemonotone-operatorp2o-batch-pfp2ap2o-gran-per-chapterp2o-plan-paperp2o-v1

Let M∈Rd×dM\in\mathbb R^{d\times d}M∈Rd×d be monotone, M+M⊤⪰0M+M^\top\succeq 0M+M⊤⪰0, and q∈Rdq\in\mathbb R^dq∈Rd. Let F\mathcal FF be the Andersen–Ye operator (4.1) on Rd×R++\mathbb R^d\times\mathbb R_{++}Rd×R++​ and I\mathcal II the infeasibility operator (4.7) with domain {(z,0)∣z⊤Mz=0}\{(z,0)\mid z^\top Mz=0\}{(z,0)∣z⊤Mz=0}. Then the operator

Q=F∪I\mathcal Q=\mathcal F\cup\mathcal IQ=F∪I

on Rd+1=Rd×R\mathbb R^{d+1}=\mathbb R^d\times\mathbb RRd+1=Rd×R is maximal monotone: it is monotone, and it is not strictly contained in any other monotone operator on Rd×R\mathbb R^d\times\mathbb RRd×R.

Since the normal cone operator NC+N_{\mathcal C_+}NC+​​ is also maximal monotone, this makes the homogeneous embedding 0∈Q(u)+NC+(u)0\in\mathcal Q(u)+N_{\mathcal C_+}(u)0∈Q(u)+NC+​​(u) of LCP(M,q,C)\mathrm{LCP}(M,q,\mathcal C)LCP(M,q,C) a sum of two maximal monotone operators, to which Douglas–Rachford splitting applies with guaranteed convergence (Algorithm 5.1).

Formalization Note "MMM is monotone" is the standing assumption of §§3–4 and is the explicit hypothesis (M + Mᵀ).PosSemidef; without it Lemma 4.1 and the statement fail. The cone C\mathcal CC does not enter Q\mathcal QQ and is not a hypothesis. Maximality is the containment form over all monotone operators (graphs) on (Fin d → ℝ) × ℝ. The case d=0d=0d=0 is allowed and the statement is true there.

Preamble
import Mathlib
import Definitions.Def_HomogLCP_Embed_MonotoneOp
import Definitions.Def_HomogLCP_Embed_Setting
Formal statement
namespace HomogLCP.Embed

open Matrix

/-- Lemma 4.4, p. 10: for monotone `M`, the operator `𝒬 = ℱ ∪ ℐ` is maximal monotone. -/
theorem lemma_4_4 {d : ℕ} (M : Matrix (Fin d) (Fin d) ℝ) (q : Fin d → ℝ)
    (hM : (M + Mᵀ).PosSemidef) :
    IsMaximalMonotoneOp (embQ M q) := by sorry

end HomogLCP.Embed
Source
O'Donoghue, Operator splitting for a homogeneous embedding of the linear complementarity problem, arXiv:2004.02177v4, p. 10, Lemma 4.4 (proof pp. 11–12)
Human review
  • Endorsed by Shuze Chen · Oct 10, 2026

    Confirmed by the moderator at approval.

  • Endorsed by mikedeng1 · Oct 10, 2026

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

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