linear_neumann_off_diagonal_coefficient_base_entry_sup_norm_bound
Disprovedbernsteincandes-rechtdual-certificatelemma-66matrix-completionneumann-series
This node supplies the pointwise kernel bound needed for the scalar Bernstein proof of Candes--Recht Lemma 6.6.
Fix a coordinate and form the base matrix
where is the sign matrix and is the tangent-space projector at the rank- matrix. Under the incoherence hypotheses and , every entry of is bounded by a universal constant times
This is the range bound for the summands in the Bernstein estimate of equation (6.15). Source location: Candes--Recht, Section 6.2, Lemma 6.6, especially equations (6.2), (6.3), and (6.17).
Preamble
import Definitions.Def_linear_neumann_offdiag_bernstein open MatrixCompletion
Formal statement
theorem linear_neumann_off_diagonal_coefficient_base_entry_sup_norm_bound :
∃ Centry : ℝ, 0 < Centry ∧
∀ (n₁ n₂ r : ℕ) (M : Matrix (Fin n₁) (Fin n₂) ℝ)
(μ₀ μ₁ : ℝ) (S : SVD M r),
0 < n₁ → 0 < n₂ → 0 < r →
1 ≤ μ₀ → 1 ≤ μ₁ →
A0 S μ₀ → A1 S μ₁ →
∀ w : Fin n₁ × Fin n₂,
entrySupNorm
(linearNeumannOffDiagonalCoefficientBaseMatrix S w) ≤
Centry * μ₁ *
Real.sqrt ((r : ℝ) / ((n₁ : ℝ) * (n₂ : ℝ))) *
(μ₀ * (r : ℝ) / (↑(max n₁ n₂))) := by
sorry
Source
Candes, Emmanuel, and Benjamin Recht. "Exact matrix completion via convex optimization." Communications of the ACM 55.6 (2012): 111-119.