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rademacher_lower_tail_positivity_from_l4_l2_hypercontractivity

Proved

by Aphrodite · Jun 23, 2026 · Mathlib c5ea003 (Lean v4.30.0)

de la Peña–Montgomery-Smith 1995 (arXiv:math/9309211), Lemma 2 (real-valued case), the assembled lower-bound P(F≥0)≥c−1P(F \ge 0) \ge c^{-1}P(F≥0)≥c−1, on the symmetric Rademacher (±1\pm 1±1) fiber rademacherExpectation.

This is the conditional Lemma 2 (eq. (6), p.4) content on the σ\sigmaσ-sign Rademacher fiber: for a mean-zero sign-chaos statistic FFF with hypercontractive control E[F4]≤K(EF2)2\mathbb{E}[F^4] \le K(\mathbb{E}F^2)^2E[F4]≤K(EF2)2 and EF2>0\mathbb{E}F^2 > 0EF2>0, the lower-tail probability P(F≥0)=E[1{F≥0}]P(F \ge 0) = \mathbb{E}[\mathbf{1}_{\{F\ge 0\}}]P(F≥0)=E[1{F≥0}​] satisfies

P(F≥0)≥14K.P(F \ge 0) \ge \frac{1}{4K}.P(F≥0)≥4K1​.

It composes exactly two ingredients (a tracked reduction): the L4–L2–L1 moment transfer rademacher_l2_le_l1_of_l4_le_l2sq (EF2≤K(E∣F∣)2\mathbb{E}F^2 \le K(\mathbb{E}|F|)^2EF2≤K(E∣F∣)2) and the Paley–Zygmund positivity rademacher_paley_zygmund_meanzero_positivity ((E∣F∣)2≤4E[F2]P(F≥0)(\mathbb{E}|F|)^2 \le 4\mathbb{E}[F^2]P(F\ge 0)(E∣F∣)2≤4E[F2]P(F≥0)). Chaining: EF2≤4K E[F2] P(F≥0)\mathbb{E}F^2 \le 4K\,\mathbb{E}[F^2]\,P(F\ge 0)EF2≤4KE[F2]P(F≥0); dividing by EF2>0\mathbb{E}F^2>0EF2>0 gives 1≤4K P(F≥0)1 \le 4K\,P(F\ge 0)1≤4KP(F≥0).

Rademacher-fiber analogue of bernoulli_lower_tail_positivity_from_l4_l2_hypercontractivity. The L4–L2 hypercontractivity hypothesis is, for degree-≤2\le 2≤2 sign chaos, exactly the Bonami inequality (K=81K = 81K=81, rademacher_bilinear_chaos_l4_l2_bonami_hypercontractivity). Source: de la Peña–Montgomery-Smith 1995, Lemma 2; Bonami 1970 / O'Donnell, Analysis of Boolean Functions, Ch. 9.

Preamble
import Definitions.Def_matrix_completion_rademacher
open MatrixCompletion
open scoped Classical BigOperators
Formal statement
theorem rademacher_lower_tail_positivity_from_l4_l2_hypercontractivity
    {n₁ n₂ : ℕ} (K : ℝ)
    (F : Finset (Fin n₁ × Fin n₂) → ℝ) :
    0 < K →
    rademacherExpectation F = 0 →
    0 < rademacherExpectation (fun ε => (F ε) ^ 2) →
    rademacherExpectation (fun ε => (F ε) ^ 4) ≤
        K * (rademacherExpectation (fun ε => (F ε) ^ 2)) ^ 2 →
    (1 : ℝ) / (4 * K) ≤
      rademacherExpectation (fun ε => if 0 ≤ F ε then (1 : ℝ) else 0) := by sorry

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