On a Hilbert space with an orthonormal basis, the coordinates generate the Borel sets, measurability can be tested coordinatewise, finite measures are determined by their finite-dimensional projections, and the Borel sets of the square are the product sigma-algebra.
In the setting of Borel Probability Measures on a Real Hilbert Space with an Orthonormal Basis: Standing Notation, with the coordinates , the maps of Borel Probability Measures on a Real Hilbert Space with an Orthonormal Basis: Standing Notation §coordinates and the pairs of Borel Probability Measures on a Real Hilbert Space with an Orthonormal Basis: Standing Notation §pairs, the following hold.
1. (Coordinate maps) For all , and : , , , , and . Consequently each coordinate function , as a map into , the maps and , with as in Borel Probability Measures on a Real Hilbert Space with an Orthonormal Basis: Standing Notation §coordinates, and the maps , are Lipschitz with constant , hence Borel; in particular .
2. (Generation) is the -algebra generated by the sets with and .
3. (Measurability by coordinates) Let be a measurable space and . Then is measurable with respect to and if and only if, for every , the function is measurable with respect to and the Borel -algebra of the real line, which is that of by claim 2 of Borel Measurability and Bounded Integration on a Metric Space.
4. (Determination by finite-dimensional projections) Let be Borel measures on with and for every . Then .
5. (Product -algebra) is the product -algebra , and are Borel.
6. (Pairing) For a measurable space and maps measurable with respect to and , the map is measurable with respect to and .
7. (Product measure) For Borel measures on of finite total mass, which are -finite, the product measure is a Borel measure on with and .
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