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:
- Range:
P(E) = S - Idempotence:
P² = P(projecting twice = projecting once) - Symmetry:
Pis self-adjoint:⟨Px, y⟩ = ⟨x, Py⟩ - Minimality:
Pxis the closest point inStox
Main results #
orthogonalProjections_same_range_eq: Uniqueness - Two symmetric idempotent operators with the same range must be equal. This identifies projections from the Mean Ergodic Theorem.subtypeL_comp_orthogonalProjection_isSymmetric: The composition of subtype inclusion and orthogonal projection is symmetric.projection_eq_orthogonalProjection_of_properties: A symmetric idempotent operator with rangeSequals the orthogonal projection ontoS.
Application to de Finetti #
In the ergodic proof of de Finetti:
- The Koopman operator
Uacts onL²(μ)by composition:(Uf)(ω) = f(shift ω) - The Mean Ergodic Theorem gives convergence to the fixed-point subspace:
n⁻¹ ∑ᵢ Uⁱf → PfwherePprojects onto{f : Uf = f} - These lemmas show
Pis the conditional expectation onto the tail σ-algebra - De Finetti's representation follows from this identification
References #
- Kallenberg, "Probabilistic Symmetries and Invariance Principles" (2005), Chapter 1
- Krengel, "Ergodic Theorems" (1985), Chapter 1 (Mean Ergodic Theorem)
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.
A symmetric idempotent operator with the right properties is the orthogonal projection.
Statement: If P is a symmetric idempotent operator that fixes S and has range S,
then P equals the orthogonal projection subtypeL ∘ orthogonalProjection.
Intuition: This identifies an abstract projection (given by properties) as the concrete orthogonal projection. If an operator has all the right properties (symmetric, idempotent, correct range), it must be the orthogonal projection.
Application: This is the bridge between the abstract projection from the Mean Ergodic Theorem and the concrete orthogonal projection we can work with in de Finetti's proof.