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Product-coordinate projections commute and contract in L2
Statement
For the product-coordinate averages of Product-coordinate averaging operators, each is a well-defined self-adjoint contraction on real , , and for all , as operators on .
Facts & Assumptions
Given: A finite product of probability spaces, , and subsets .
Product-coordinate averaging operators: is obtained by integrating over the complementary coordinates, with zero assigned on exceptional sections.
Tonelli's theorem for nonnegative measurable functions on a sigma-finite product: Tonelli identifies the integral of a nonnegative product-measurable function with either iterated integral.
Fubini's theorem for L^1 functions on a sigma-finite product: integrable functions on a product have integrable sections almost everywhere and their iterated integrals agree.
Cauchy-Schwarz inequality for : functions have integrable products and satisfy .
Proof
Given: The objects in the Statement and facts [F1]–[F4].
Let . Tonelli applied to shows that for almost every , the section is square-integrable on the complementary probability space. Cauchy–Schwarz with the constant function makes that section integrable, so [F1] defines its average there. If representatives and agree almost everywhere, Tonelli applied to shows their sections agree almost everywhere for almost every ; their averages therefore define the same almost-sure class. Fubini gives measurability of the section-average function.
On almost every section, Cauchy–Schwarz gives because has mass one. Integrating in and using Tonelli yields , so is a contraction. Averaging a function already independent of leaves it unchanged, hence .
For , Cauchy–Schwarz makes integrable. Fubini in the two groups of coordinates gives . Thus is self-adjoint.
Applying and then integrates over the coordinates outside , then over the coordinates in . Repeated finite-product Fubini permits this order and identifies the iterated integral with integration over the complement of . The equality holds almost everywhere by [F3], including when either set is empty or full, so in .
Depends on
Used by
- Product-law Hoeffding ANOVA components Definition
- Complete orthonormal tensor expansions group into Sobol components Theorem
- Coordinate Poincare inequalities bound total Sobol effects Theorem
- Independent product inputs have an orthogonal Hoeffding decomposition Theorem
- Pick-freeze covariances recover first and total Sobol numerators Theorem
Cited to discharge well-definedness by Product-coordinate averaging operators.
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Sources
- Thierry Klein, Introduction to Sensitivity Analysis: The Statistical Study of Sobol Indices, complete lecture notes, §2.2.2 (standard reference, not scraped)