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.