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A consistent family of finite-dimensional distributions
Definition
Let be measurable spaces. A family , indexed by all finite subsets of , is a consistent family of finite-dimensional distributions when each is a probability measure on , with the finite unordered product sigma-algebra of Coordinate maps, finite-coordinate cylinders, and the cylinder -algebra, and for every pair of finite sets the pushforward of under the restriction equals ; equivalently, for every . The restriction is measurable since inverse images of coordinate generators are coordinate generators. The empty support carries the unique probability measure on the singleton empty product.
Reordering means choosing a different enumeration of the same finite set . If is an enumeration, its displayed ordered law is the pushforward of under . For another enumeration , the coordinate permutation pushes this ordered law to the one displayed using . This is automatic from these definitions and does not require equal laws on different subsets of , or invariance under permutations of a fixed ordered product. In particular, consistency is data about every finite joint law, not merely the one-coordinate marginals.
Depends on
Used by
- Arbitrary products of standard Borel probability spaces Corollary
- One-dimensional marginals alone do not specify a joint law Counterexample
- Stochastic processes and their finite-dimensional distributions Definition
- Consistent finite-dimensional laws define a well-defined finitely additive cylinder law Lemma
- Assuming the Axiom of Choice, Kolmogorov extension for arbitrary families of standard Borel coordinate spaces Theorem
Dependency tree · two levels
9 results within two dependency steps of this one, each drawn at its shortest distance from it. An arrow runs from a result to what uses it, so the chart reads left to right and ends at this result, which carries a heavier outline. Every node is a link to that result. Click elsewhere on the chart to enlarge it.
Sources
- Biskup, MATH 275D notes, Definition 2.2 (standard reference, not scraped)