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Complexitylib.Algebraic.LowerBound.Cutwidth.Gaussian.Edge.Decay.Internal

Threshold decay of Gaussian crossings: proofs #

The angular window #

On [-π, π], |sin ψ| = sin |ψ|.

theorem Algebraic.Cutwidth.Gaussian.Internal.abs_sub_arccos_le {θ φ y : ℝ} (hθ0 : 0 ≤ θ) (hθπ : θ ≤ Real.pi) (hφ : 0 ≤ φ) (h1 : Real.cos (θ + φ) ≤ y) (h2 : y ≤ Real.cos (θ - φ)) :

If cos (θ + φ) ≤ y ≤ cos (θ - φ) with θ ∈ [0, π] and φ ≥ 0, then θ lies within φ of arccos y.

theorem Algebraic.Cutwidth.Gaussian.Internal.polar_event {φ c R ψ : ℝ} (hφ : 0 ≤ φ) (hR : 0 < R) (hψ : |ψ| ≤ Real.pi) (h : |Real.cos φ * (R * Real.cos ψ) - c| ≤ Real.sin φ * |R * Real.sin ψ|) :
|c| ≤ R ∧ ||ψ| - Real.arccos (c / R)| ≤ φ

At radius R > 0 and angle ψ ∈ [-π, π], the event |cos φ x - c| ≤ sin φ |y| forces |c| ≤ R and puts |ψ| within φ of arccos (c / R).

At radius R > 0, the angles in (-π, π) of the event |cos φ x - c| ≤ sin φ |y| have total length at most 4φ, and there are none unless |c| ≤ R.

The radial tail #

The radial tail ∫_{R > a} R exp (-R²/2) dR = exp (-a²/2).

The radial factor of the planar Gaussian beyond radius a ≥ 0.

Decay of the planar angle law #

Decay of the planar angle law. For independent standard Gaussians and φ ≥ 0, the event |cos φ Z₁ - c| ≤ sin φ |Z₂| has probability at most (2/π) φ exp (-c²/2).

The angle arctan (√r / √s) has cosine √s / √(s + r) and sine √r / √(s + r).

Decay of the crossing event. For independent centered Gaussians X and Y of variances s > 0 and r, the event |X - c| ≤ |Y| has probability at most (2/π) arctan (√r / √s) exp (-c² / (2 (s + r))).

theorem Algebraic.Cutwidth.Gaussian.Internal.gaussPi_between_le_arctan_exp {ι : Type} [Fintype ι] (α β : ι → ℝ) (hnorm : ∑ i : ι, α i ^ 2 = ∑ i : ι, β i ^ 2) (hsum : 0 < ∑ i : ι, (α i + β i) ^ 2) (t : ℝ) :
(gaussPi ι).real {ω : ι → ℝ | Between t (form α ω) (form β ω)} ≤ 2 / Real.pi * Real.arctan (√(∑ i : ι, (β i - α i) ^ 2) / √(∑ i : ι, (α i + β i) ^ 2)) * Real.exp (-t ^ 2 / (2 * ∑ i : ι, α i ^ 2))

Threshold decay of crossings for coefficient vectors of equal norm with nonzero sum.

theorem Algebraic.Cutwidth.Gaussian.Internal.gaussPi_between_le_exp_arccos {ι : Type} [Fintype ι] {α β : ι → ℝ} (hα : ∑ i : ι, α i ^ 2 = 1) (hβ : ∑ i : ι, β i ^ 2 = 1) (hx : -1 < ∑ i : ι, α i * β i) (t : ℝ) :
(gaussPi ι).real {ω : ι → ℝ | Between t (form α ω) (form β ω)} ≤ Real.exp (-t ^ 2 / 2) * (Real.arccos (∑ i : ι, α i * β i) / Real.pi)

Threshold decay of crossings for unit forms: a threshold t separates two unit Gaussian forms of correlation ρ with probability at most exp (-t²/2) arccos ρ / π.