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Product-coordinate averaging operators
Definition
Let be finite, let be probability spaces, and let be their finite product with product sigma-algebra and product probability. Write . For , let and denote the corresponding coordinate product; the empty product is a one-point probability space. For real , define the coordinate average for almost every for which the section is integrable, and assign zero on the exceptional null set. Regard also as a function on the full product that is constant in the coordinates outside . The conventions are as an class and .
Remarks
The displayed integral is initially defined on representatives. Its independence of the representative and its properties are established by Product-coordinate projections commute and contract in L2 ↗.
Depends on
- The product sigma-algebra and its finite iterates
- For sigma-finite factors, the product measure exists, has the rectangle formula, is sigma-finite, and is unique
- Fubini's theorem for L^1 functions on a sigma-finite product
- Tonelli's theorem for nonnegative measurable functions on a sigma-finite product
- Cauchy-Schwarz inequality for $L^2$
Used by
- Product-law Hoeffding ANOVA components Definition
- A constant output has no normalized Sobol indices Example
- Polynomial-chaos coefficients group by variable support Example
- Product-coordinate projections commute and contract in L2 Lemma
- 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
Dependency tree · two levels
26 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
- Thierry Klein, Introduction to Sensitivity Analysis: The Statistical Study of Sobol Indices, complete lecture notes, §§2.2.2–2.2.3 (standard reference, not scraped)