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Exchangeability.Ergodic.ProjectionLemmas

Orthogonal Projection Lemmas for de Finetti's Theorem #

This file establishes key properties of orthogonal projections in Hilbert spaces that are used in the Koopman operator approach to de Finetti's theorem.

Mathematical background #

In the ergodic approach to de Finetti, we use the Mean Ergodic Theorem to show that Birkhoff averages converge to a projection onto the fixed-point subspace of the Koopman operator. The key technical challenge is identifying this projection and showing uniqueness.

Orthogonal projection: For a closed subspace S of a Hilbert space E, the orthogonal projection P : E → S is the unique operator satisfying:

  1. Range: P(E) = S
  2. Idempotence: P² = P (projecting twice = projecting once)
  3. Symmetry: P is self-adjoint: ⟨Px, y⟩ = ⟨x, Py⟩
  4. Minimality: Px is the closest point in S to x

Main results #

Application to de Finetti #

In the ergodic proof of de Finetti:

  1. The Koopman operator U acts on L²(μ) by composition: (Uf)(ω) = f(shift ω)
  2. The Mean Ergodic Theorem gives convergence to the fixed-point subspace: n⁻¹ ∑ᵢ Uⁱf → Pf where P projects onto {f : Uf = f}
  3. These lemmas show P is the conditional expectation onto the tail σ-algebra
  4. De Finetti's representation follows from this identification

References #

theorem orthogonalProjections_same_range_eq {𝕜 : Type u_1} {E : Type u_2} [RCLike 𝕜] [NormedAddCommGroup E] [InnerProductSpace 𝕜 E] [CompleteSpace E] (P Q : E →L[𝕜] E) (S : Submodule 𝕜 E) [S.HasOrthogonalProjection] (hP_range : Set.range P = S) (hQ_range : Set.range Q = S) (_hP_fixes : gS, P g = g) (_hQ_fixes : gS, Q g = g) (hP_idem : P.comp P = P) (hQ_idem : Q.comp Q = Q) (hP_sym : (↑P).IsSymmetric) (hQ_sym : (↑Q).IsSymmetric) :
P = Q

The composition of subtype inclusion and orthogonal projection is symmetric.

Statement: If S is a closed subspace with orthogonal projection, then the operator subtypeL ∘ orthogonalProjection : E → E (project onto S, then include back into E) is self-adjoint.

Intuition: This says that "project onto S and include back" is a symmetric operator on the ambient space. This is not obvious from the definition but follows from the orthogonality of the projection.

Why this matters: When we identify projections from the Mean Ergodic Theorem, we need to verify they are symmetric. This lemma provides that verification for projections constructed via orthogonal projection onto a subspace.