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Assuming the Axiom of Choice, Kolmogorov extension for arbitrary families of standard Borel coordinate spaces
Statement
Assume the Axiom of Choice. For any set , standard-Borel coordinate spaces , and consistent finite-dimensional laws , there is a unique probability measure on whose -coordinate marginal is for each finite .
Facts & Assumptions
Given: AC, standard-Borel coordinates, and a consistent family .
Consistency gives a well-defined finitely additive cylinder law. (Consistent finite-dimensional laws define a well-defined finitely additive cylinder law)
After one Polish presentation is fixed on every coordinate, each finite product has the corresponding product Polish presentation; coordinate restrictions between such products are continuous. Its probability measures admit compact inner approximations, and compact metric spaces are sequentially compact. (Standard Borel spaces, Finite products of standard Borel spaces are standard Borel, Assuming countable choice, Borel probability measures on Polish spaces are inner regular, In any metric space compactness implies countable compactness and limit point compactness, and each of countable compactness and limit point compactness implies sequential compactness; every implication here is proved without a choice principle)
AC supplies both countable choice and values in every nonempty family of otherwise unconstrained coordinate spaces. (The Axiom of Choice, The Axiom of Countable Choice ())
Assuming countable choice, a premeasure extends to its generated sigma-algebra. (Assuming countable choice, a premeasure extends through its induced outer measure)
Proof
By AC, choose once and for all, for every , a Polish presentation witnessing that is standard Borel. Pull the topology and a complete compatible metric of back to . The finite product topologies now used below come from these same coordinate presentations, so every restriction map between them is continuous.
Let be cylinders and suppose their cylinder masses stayed above . Enumerate the countable union of their finite supports. For each , choose a nested finite support that contains both the original support of and the first active coordinates, and view as a cylinder over . In the product presentation fixed in step 1.1, inner-regularly replace its -base by a compact base, losing less than . Finite intersections of the lifted compact cylinders then have positive cylinder mass.
For each , choose a point in the intersection of the first lifted compact cylinders from step 2.1. For fixed , all points with have their -coordinates in the compact th base. Sequential compactness successively supplies a subsequence converging on , a further subsequence converging on , and so on; take the diagonal subsequence. Because every restriction is continuous by step 1.1, the successive limits restrict to the earlier limits. They therefore define one point on the union of the active coordinates. Each compact base is closed, so this point lies in every lifted compact cylinder.
Use AC to fill the inactive coordinates. The resulting point lies in every , a contradiction. Hence the cylinder law is continuous at the empty set and is a premeasure.
By [F4] it extends to and has total mass one. Two such extensions agree on all cylinders; these are a pi-system, so Dynkin's pi-lambda theorem gives uniqueness on , and nowhere larger.
Depends on
- Coordinate maps, finite-coordinate cylinders, and the cylinder $\sigma$-algebra
- Finite-coordinate cylinders form a $\pi$-system
- Consistent finite-dimensional laws define a well-defined finitely additive cylinder law
- A consistent family of finite-dimensional distributions
- Standard Borel spaces
- Finite products of standard Borel spaces are standard Borel
- Assuming countable choice, Borel probability measures on Polish spaces are inner regular
- In any metric space compactness implies countable compactness and limit point compactness, and each of countable compactness and limit point compactness implies sequential compactness; every implication here is proved without a choice principle
- The Axiom of Choice
- The Axiom of Countable Choice ($\mathrm{AC}_\omega$)
- Assuming countable choice, a premeasure extends through its induced outer measure
- Dynkin's pi-lambda theorem
Used by
Dependency tree · two levels
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Sources
- Biskup, MATH 275D notes, Theorem 2.4 (standard reference, not scraped)
- Shalizi, Building Processes, Theorem 29 (standard reference, not scraped)