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IntroductoryLecturesOnConvexOptimization_Nesterov_2004.Chap06.Proposition_6_11

theorem zero_model_smoothing_complexity_relation {E₁ : Type u} {E₂ : Type v} [NormedAddCommGroup E₁] [NormedSpace E₁] [NormedAddCommGroup E₂] [NormedSpace E₂] (A : E₁ →L[] StrongDual E₂) (f : E₁) (φ : E₂) (N : ℕ+) (xN : E₁) (u : Fin (N + 1)E₂) (D₁ D₂ ε : ) ( : 0 < ε) (hD₁ : 0 D₁) (hD₂ : 0 < D₂) (hxN_approx : xN f xN - explicitModelSmoothingParameter A D₁ D₂ N * D₂) (hφ_le : φ (Finset.univ.centerMass (explicitModelDualAverageWeights N) u) xN) (hfμ_le : xN f xN) (hsmoothed_gap : xN - φ (Finset.univ.centerMass (explicitModelDualAverageWeights N) u) 4 * A ^ 2 * D₁ / (explicitModelSmoothingParameter A D₁ D₂ N * (N * (N + 1)))) (hiter : 4 * A * (D₁ * D₂) / ε (N * (N + 1))) :
f xN - φ (Finset.univ.centerMass (explicitModelDualAverageWeights N) u) ε

Proposition 6.11: in the case M = 0, if the explicit-model smoothing hypotheses from Theorem 6.3 hold and √(N (N + 1)) ≥ 4 ‖A‖ √(D₁ D₂) / ε, then the primal-dual gap at (x_N, \hat u_N) is at most ε.