Conditional independence of the fixing σ-algebras (R4 converse piece 2b, #107) #
The relative-independence core of the converse representation theorem, following Austin,
On exchangeable random variables and the statistics of large graphs and hypergraphs
(Probab. Surveys 2008, arXiv:0801.1698), Lemma 3.11 and Proposition 3.12 (pp. 107–108),
whose mechanism is the L² "tail property" squeeze of the proof of Theorem 3.1 (p. 99);
the closest Kallenberg precursor is Lemma 7.6 (Probabilistic Symmetries, pp. 308–322).
Target (public, final layer): for every exchangeable law M — no dissociation —
CondIndep (fixingAlgebra (A ∩ B)) (fixingAlgebra A) (fixingAlgebra B) (fixingAlgebra_le _) M.law.
This first layer is the measure-theoretic engine, all private:
- the
L²squeezecondExp_ae_eq_condExp_of_integral_sq_le: nested conditioning algebras whose conditional expectations have comparable energies produce equal conditional expectations (Pythagoras for the projections); - transport
condExp_comp_of_measurePreserving: conditional expectation commutes with a measure-preserving map alongMeasurableSpace.comap; - the tail-property engine
condExp_ae_eq_condExp_of_comap_eqcombining the two: if a measure-preservingTfixesfa.e. and pulls the conditioning algebram₁back to a sub-algebram₂ ≤ m₁, thenμ[f|m₁] =ᵐ[μ] μ[f|m₂]— Austin's Theorem 3.1 step, abstracted.
No completion and no law enter any definition here. On top of the engine sit the a.e.
invariance of fixingAlgebra A-events under every sortwise permutation fixing A
(relabel_preimage_ae_eq_of_fixingAlgebra, the f ∘ T =ᵐ f input), and the poll geometry
the engine runs on:
pollIndex/pollShift— poll slots along a two-sidedℤ-orbit transported toℕ. The two-sidedness is forced: a unilateral shift of the blocks is not a bijection (slot0would have no preimage), so the negative half serves as predecessor reservoir;pollBlock/pollPerm— the copiesQ mofD = B \ Ain slotm(withQ 0 = D) and the sortwise permutation that carriesQ montoQ (m+1)while fixing every vertex below the layout bound outsideD, in particular all ofA;pollTailAlgebra— the tail joins𝒯 n = ⨆_{m ≥ n} fixingAlgebra (C ∪ Q m), withC = A ∩ B. The individualfixingAlgebra (C ∪ Q m)are not usable: over distinct deep blocks they are pairwise incomparable (hence no antitone sequence for Lévy downward), andfixingAlgebra (C ∪ Q m) ≤ fixingAlgebra Bis false — monotonicity would demandC ∪ Q m ⊆ B, whileQ mlies outsideB. The joins are antitone, dominatefixingAlgebra Batn = 0, satisfycomap (relabel ρ) (𝒯 n) = 𝒯 (n+1)exactly, and have⨅ n, 𝒯 n = fixingAlgebra C— the last a raw σ-algebra equality, no law and no null sets, available because the generators are fixing algebras rather than coordinate-generated window algebras (an earlier draft of this file carried such window algebras; the join route makes them unnecessary, so they are gone).
The layer closes with the reduction condExp_fixingAlgebra_ae_eq_condExp_inter:
μ[f|fixingAlgebra B] =ᵐ μ[f|fixingAlgebra (A ∩ B)] for f a.e. invariant under the
permutations fixing A, and its indicator form for a fixingAlgebra A-event. This is the
(⋆) half of Austin's Proposition 3.12; the conditional-independence assembly is the next
layer.
The poll blocks, the poll shift, and the tail joins #
Invariance under a single permutation #
The tail joins of the poll factors #
The core reduction: conditioning on 𝓕 B collapses to 𝓕 (A ∩ B) #
The conditional-independence theorem #
Conditional independence of the fixing σ-algebras over their intersection (Austin, On exchangeable random variables and the statistics of large graphs and hypergraphs, Probab. Surveys 2008, arXiv:0801.1698, Lemma 3.11 and Proposition 3.12, pp. 107–108; Kallenberg, Probabilistic Symmetries and Invariance Principles, Lemma 7.6, p. 308 — the closest precursor there; Lemmas 7.18–7.19 belong to the later realization recursion, not to this statement):
for every exchangeable law M — no dissociation — the fixing σ-algebras of two finite
tagged vertex sets are conditionally independent given the fixing σ-algebra of their
intersection.
The relativized fixingAlgebra ∅ = invariantAlgebra carries whatever global information the
law has (which is why no NoNullary hypothesis appears, and why dissociation is not needed:
under a dissociated law the conditioning factor at A ∩ B = ∅ is trivial, but that is a
consequence, not an assumption). At A = B, and likewise at A = ∅ or B = ∅, one outer
algebra equals the conditioning algebra and the statement is tautological; the content is at
disjoint nonempty A, B.
Proof: condIndep_iff reduces to a factorization of μ⟦E₁ ∩ E₂ | 𝓕 (A ∩ B)⟧ for
E₁ ∈ 𝓕 A, E₂ ∈ 𝓕 B. Write 1_{E₁ ∩ E₂} = 1_{E₁} · 1_{E₂}, tower from 𝓕 (A ∩ B) through
𝓕 B, pull the 𝓕 B-measurable 1_{E₂} out, replace E[1_{E₁} | 𝓕 B] by
E[1_{E₁} | 𝓕 (A ∩ B)] using the polled reduction
condExp_indicator_fixingAlgebra_ae_eq_condExp_inter, and pull that 𝓕 (A ∩ B)-measurable
factor out.