How statement and proof provenance work
The first chip identifies the source of the statement or construction; the second identifies the source of its local proof or verification.
- Literature-sourced: the exact statement appears in a cited source; only wording and notation differ.
- AI-adapted: a semantically identical restatement of literature-sourced material, modulo indexing, notation, and boundary cases adopted by the library.
- AI-generated: a genuinely novel statement formulated by AI, with no source for the claim itself.
These labels describe origin, not correctness: citations and verification chips remain separate evidence.
Kolmogorov construction of the canonical Gaussian process
Statement
Assume the Axiom of Choice. There is a probability measure on the cylinder sigma-algebra of under which the coordinate process is centered Gaussian and This construction alone asserts neither continuous sample paths nor that the coordinate process is Brownian motion.
Facts & Assumptions
Given: The Axiom of Choice and the Brownian Gaussian finite-dimensional laws.
The centered Gaussian laws with covariance are well-defined and consistent under finite coordinate restriction. Consistency of Brownian finite-dimensional laws
Assume AC. A consistent family on arbitrary standard-Borel coordinate spaces has a unique extension to the cylinder sigma-algebra. Assuming the Axiom of Choice, Kolmogorov extension for arbitrary families of standard Borel coordinate spaces
Under that extension measure, the coordinate process realizes precisely the prescribed finite-dimensional distributions. The canonical coordinate process realizes consistent finite-dimensional laws
A process is Gaussian exactly when every finite evaluation vector has a possibly singular multivariate normal law. Gaussian process
A standard Borel structure may be presented by a Polish topology; the usual real metric is complete, and the embedded rationals form a countable dense subset. Standard Borel spaces Polish spaces are separable completely metrizable spaces and for with the Euclidean metric are complete, componentwise from the Cauchy criterion in is countably infinite The rationals embed densely in the reals
Proof
By [F5], the usual real line is complete and has the countable dense subset , hence is Polish; its Borel measurable space is therefore standard Borel via the identity presentation. This verifies, rather than merely assumes, the coordinate-space hypothesis of [F2].
For every finite , use [F1] to put on the centered Gaussian law with covariance ; step 1.1 and [F2] give a probability on the cylinder sigma-algebra of with exactly those marginals. The empty marginal has mass one on the singleton empty product.
Let . By [F3], every finite evaluation vector of has the prescribed centered Gaussian law. Thus [F4] makes Gaussian, and its one- and two-coordinate marginals give and , including almost surely because its variance is zero.
The conclusion of [F2] is only a measure on the cylinder sigma-algebra realizing finite-coordinate laws; neither [F2] nor [F3] supplies a common full-measure set on which is continuous. Consequently step 3.1 does not establish the path-continuity clause needed for Brownian motion. AC is used in [F1]–[F2] and the Gaussian interface [F4], including the choices inside arbitrary-index Kolmogorov extension; no stronger regularity is inferred from it.
Source notes
Durrett, Section 7.1, Theorem 7.1.1 and the discussion immediately after it (printed pp. 355–356), separates the finite-dimensional Kolmogorov construction from the subsequent continuity theorem. Sousi, Section 6.2, makes the same separation before Theorem 6.4.
Depends on
- Consistency of Brownian finite-dimensional laws
- Assuming the Axiom of Choice, Kolmogorov extension for arbitrary families of standard Borel coordinate spaces
- The canonical coordinate process realizes consistent finite-dimensional laws
- Gaussian process
- Standard Borel spaces
- Polish spaces are separable completely metrizable spaces
- $\mathbb{R}$ and $\mathbb{R}^n$ for $n \ge 1$ with the Euclidean metric are complete, componentwise from the Cauchy criterion in $\mathbb{R}$
- $\mathbb{Q}$ is countably infinite
- The rationals embed densely in the reals
- The Axiom of Choice
Used by
Dependency tree · two levels
70 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
- Rick Durrett, Probability: Theory and Examples, Section 7.1 (standard reference, not scraped)
- Perla Sousi, Advanced Probability, Section 6.2 (standard reference, not scraped)