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