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Proof of Theorem 5.1, second case — a one-item-each allocation is a 2√m-approximation

Proved
ComplementFreeCA.ValueQuery.case_two_one_item_each

by mikedeng1 · Sep 28, 2026 · Mathlib 0df444a (Lean v4.33.1)

approximation-algorithmscombinatorial-auctionsp2o-batch-p200bp2o-gran-per-chapterp2o-plan-paperp2o-v1subadditive-valuations

Let v1,…,vnv_1,\dots,v_nv1​,…,vn​ be normalized, monotone, complement-free valuations on bundles of M={1,…,m}M=\{1,\dots,m\}M={1,…,m} and let O=(O1,…,On)O=(O_1,\dots,O_n)O=(O1​,…,On​) be an allocation. With large and small bidders as in the first case (∣Oi∣≥m|O_i|\ge\sqrt m∣Oi​∣≥m​, resp. ∣Oi∣<m|O_i|<\sqrt m∣Oi​∣<m​), suppose the small bidders carry strictly more welfare:

∑i largevi(Oi)  <  ∑i smallvi(Oi).\sum_{i\ \mathrm{large}} v_i(O_i)\;<\;\sum_{i\ \mathrm{small}} v_i(O_i).i large∑​vi​(Oi​)<i small∑​vi​(Oi​).

Then there is an allocation A=(A1,…,An)A=(A_1,\dots,A_n)A=(A1​,…,An​) with pairwise disjoint bundles and ∣Ai∣≤1|A_i|\le 1∣Ai​∣≤1 for every iii such that

∑i=1nvi(Oi)  ≤  2m∑i=1nvi(Ai).\sum_{i=1}^n v_i(O_i)\;\le\;2\sqrt m\sum_{i=1}^n v_i(A_i).i=1∑n​vi​(Oi​)≤2m​i=1∑n​vi​(Ai​).

This is the second case of the proof of Theorem 5.1: giving each small bidder its most valuable item of OiO_iOi​ yields an allocation of the second kind the algorithm considers, worth at least ∣OPT∣/(2m)|OPT|/(2\sqrt m)∣OPT∣/(2m​).

Formalization Note The paper's chain uses strict inequalities and divides by ∣Ti∣|T_i|∣Ti​∣; both fail when some Oi=∅O_i=\emptysetOi​=∅ or all values vanish, so the conclusion is stated with ≤\le≤ and without division. The case hypothesis keeps the page's strict inequality.

Preamble
import Mathlib
import Definitions.Def_ComplementFreeCA_ValueQuery_Basic

open Finset
Formal statement
namespace ComplementFreeCA.ValueQuery

/-- Proof of Theorem 5.1, second case (p. 12): if the bidders whose bundle has fewer than `√m`
items carry strictly more welfare than the others, some allocation giving every bidder at most one
item has welfare at least `|OPT|/(2√m)`. -/
theorem case_two_one_item_each {n m : ℕ} (v : Fin n → Finset (Fin m) → ℝ)
    (hv : ∀ i, IsCFValuation (v i)) (O : Fin n → Finset (Fin m)) (hO : IsAllocation O)
    (hcase : ∑ i ∈ univ.filter (fun i => Real.sqrt m ≤ ((O i).card : ℝ)), v i (O i) <
      ∑ i ∈ univ.filter (fun i => ((O i).card : ℝ) < Real.sqrt m), v i (O i)) :
    ∃ A : Fin n → Finset (Fin m), IsAllocation A ∧ (∀ i, (A i).card ≤ 1) ∧
      welfare v O ≤ 2 * Real.sqrt m * welfare v A := by sorry

end ComplementFreeCA.ValueQuery
Source
Dobzinski, Nisan, Schapira, Approximation Algorithms for Combinatorial Auctions with Complement-Free Bidders, Math. Oper. Res. 35(1), 2010, p. 12, proof of Theorem 5.1, second case (first paragraph of p. 12)
Human review
  • Endorsed by Shuze Chen · Oct 1, 2026

    Confirmed by the moderator at approval.

  • Endorsed by mikedeng1 · Oct 1, 2026

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

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