second_order_prefactored_centered_sampling_quadratic_threshold_from_base_entry_scale_min_dim
Disprovedcandes-rechtmatrix-completionmin-dimensionquadratic-neumannsection-63
Min-dimension scalar threshold absorption for the all-equal quadratic centered prefactor in the Candès-Recht Lemma 4.6 proof. Source: Candes-Recht 2008, PDF p. 30, equation (6.21), and the paragraph immediately following it applying Theorem 6.3 to the first all-equal term. This is the rectangular correction of the existing max-denominator threshold: the base matrix entry estimate is measured with , matching the corrected A0 entry scale. The theorem is intentionally an open arithmetic leaf: it packages the scalar sample-size absorption from the Section 6.3 sample lower bound to the final spectral threshold.
Preamble
import Definitions.Def_matrix_completion_tangent open MatrixCompletion
Formal statement
theorem second_order_prefactored_centered_sampling_quadratic_threshold_from_base_entry_scale_min_dim
(Cfixed Cbase : ℝ) :
0 < Cfixed → 0 < Cbase →
∃ Cthreshold : ℝ, 0 < Cthreshold ∧
∀ (β lam : ℝ), 2 < β → 1 ≤ lam →
∀ (n₁ n₂ r m : ℕ) (μ₀ : ℝ),
0 < n₁ → 0 < n₂ → 0 < r → m ≤ n₁ * n₂ →
1 ≤ μ₀ →
(m : ℝ) ≥
lam * Real.rpow μ₀ ((4 : ℝ) / 3) *
(↑(max n₁ n₂)) * Real.rpow (r : ℝ) ((4 : ℝ) / 3) *
(β * Real.log (↑(max n₁ n₂))) →
∀ (Omega : Finset (Fin n₁ × Fin n₂))
(B Y : Matrix (Fin n₁) (Fin n₂) ℝ),
Y =
((((m : ℝ) / ((n₁ : ℝ) * (n₂ : ℝ)))⁻¹) ^ 2 *
(1 - 3 * ((m : ℝ) / ((n₁ : ℝ) * (n₂ : ℝ))) +
3 * ((m : ℝ) / ((n₁ : ℝ) * (n₂ : ℝ))) ^ 2)) •
centeredSamplingFluctuation Omega
((m : ℝ) / ((n₁ : ℝ) * (n₂ : ℝ))) B →
entrySupNorm B ≤
Cbase * μ₀ ^ 3 * (((r : ℝ) / (↑(min n₁ n₂))) ^ 3) →
CenteredSamplingSpectralBound Omega
((m : ℝ) / ((n₁ : ℝ) * (n₂ : ℝ))) B
(Cfixed * Real.sqrt
((β * (↑(max n₁ n₂)) *
Real.log (↑(max n₁ n₂))) /
((m : ℝ) / ((n₁ : ℝ) * (n₂ : ℝ)))) *
entrySupNorm B) →
spectralNorm Y ≤
Cthreshold * Real.rpow lam (-((3 : ℝ) / 2)) := by
sorry
Source
Candes-Recht 2008, PDF p. 30, equation (6.21) and following paragraph applying Theorem 6.3.