theorem
Chapter3.problem_3_5_sobolev_summable
{M : ℕ}
{β Q : ℝ}
(hβ : 1 / 2 < β)
(hQ : 0 < Q)
(θ : Fin M → ℝ)
(hθ : θ ∈ SobolevEllipsoid β Q M)
:
Problem 3.5 — Sobolev regularity β > 1/2 implies absolute summability.
Rigollet, High-Dimensional Statistics, Problem 3.5 (line 2584).
If f ∈ Θ(β, Q) for β > 1/2 and Q > 0, then f is continuous. The key ingredient is showing that the Fourier coefficients θⱼ of f are absolutely summable: Σⱼ |θⱼ| < ∞.
The proof applies the Cauchy–Schwarz inequality: Σ |θⱼ| = Σ (aⱼ |θⱼ|) · aⱼ⁻¹ ≤ (Σ aⱼ² θⱼ²)^{1/2} · (Σ aⱼ⁻²)^{1/2} ≤ √Q · (Σ aⱼ⁻²)^{1/2} where aⱼ = j^β are the Sobolev weights. The series Σ j^{−2β} converges precisely when 2β > 1, i.e. β > 1/2. Absolute summability of the Fourier coefficients then gives uniform convergence of the Fourier series, hence continuity of f.