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TauCeti.MeasureTheory.Function.LpSeminorm.Clipping

Fourth-moment bounds for clipping #

MeasureTheory.MemLp.max_min shows that clipping a real Lᵖ function to [-M, M], for 0 ≤ M, preserves Lᵖ membership for any measure. For M > 0, MeasureTheory.Integrable.integral_sq_sub_max_min_le bounds the integrated squared clipping error by the fourth moment divided by 16 M², using the pointwise inequality from TauCeti.Algebra.Order.Field.Clipping. This controls the L² error of clipping Gaussian linear observables in the truncation proof of Grothendieck's inequality.

The expression max (-M) (min M x) is the real-valued form of Set.projIcc.

References #

theorem MeasureTheory.MemLp.max_min {α : Type u_1} {m : MeasurableSpace α} {μ : Measure α} {f : α → ℝ} {p : ENNReal} (hf : MemLp f p μ) {M : ℝ} (hM : 0 ≤ M) :
MemLp (fun (x : α) => max (-M) (min M (f x))) p μ

Clipping a real Lᵖ function to a symmetric interval preserves Lᵖ membership, without a finiteness assumption on the measure.

theorem MeasureTheory.Integrable.integral_sq_sub_max_min_le {α : Type u_1} {m : MeasurableSpace α} {μ : Measure α} {f : α → ℝ} (hf₄ : Integrable (fun (x : α) => f x ^ 4) μ) {M : ℝ} (hM : 0 < M) :
∫ (x : α), (f x - max (-M) (min M (f x))) ^ 2 ∂μ ≤ (∫ (x : α), f x ^ 4 ∂μ) / (16 * M ^ 2)

The squared L² clipping error is bounded by the fourth moment divided by 16 M².