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The reduced second factorial moment measure is the Palm expectation after one-occurrence deletion
Statement
Assume AC and Countable Choice as carried by the point-process and Palm suppliers. Let be a stationary locally square-integrable point process on with intensity , let be its full Palm distribution, and let use . For every Borel ,
The subtraction removes one distinguished occurrence at the origin; any other co-located occurrences remain.
Facts & Assumptions
Given: AC, Countable Choice, the stationary locally square-integrable point process , intensity , and its full Palm law .
AC is carried by the transitive point-process supplier dependencies; the occurrence-indexed identity uses no choice. (The Axiom of Choice)
Countable Choice is carried by the point-process and Lebesgue-measure supplier dependencies. (The Axiom of Countable Choice ())
, where distinct indices count occurrences, including multiplicities. (Second factorial and reduced second factorial moment measures)
, so the selected occurrence at is moved to and all other occurrences are translated by . (Recentering a point configuration at a spatial location)
The full Palm law satisfies the refined Campbell identity for every nonnegative jointly measurable integrand and is supported on configurations with an origin occurrence. (Existence and uniqueness of the full Palm law and the refined Campbell identity)
The factorial and reduced moment measures are measurable locally finite Borel measures under local square integrability. (Factorial and reduced factorial moment measures are well-defined and locally finite)
Proof
Given: The stated process, , AC, Countable Choice, and its full Palm law.
Write each realization with occurrence indices, . For each selected occurrence , recentering and subtracting one unit atom gives Indeed, moves to , and only the selected index is removed; if for another index , that remaining occurrence is still counted at .
Define on the product of location and configuration spaces This is nonnegative and product measurable: the two cases are measurable by the configuration evaluation sigma-algebra, and on the first case is a counting measure. For every counted occurrence , [F2] puts in the first case, and .
Summing the identity in step 1.1 over the selected indices with and taking expectations, [F1] gives This remains valid for extended nonnegative values by monotone summation.
Apply [F3] to the integrand from step 1.2. The result is Since , this is the asserted identity. AC and Countable Choice [A1]–[A2] are inherited supplier assumptions, not additional steps in the occurrence calculation.
Sources
Last and Penrose, Chapter 9, refined Campbell identity and Exercise 9.9; Chapter 8, Definition 8.6 and Proposition 8.7; Baddeley, Lecture 2, §2.4. The index-based argument fixes the multiplicity convention explicitly.
Depends on
- Stationarity, finite intensity, and spatial ergodicity
- A stationary point process of finite intensity has mean measure rho times Lebesgue measure
- Recentering a point configuration at a spatial location
- The spatial recentering action is jointly measurable
- The full Palm distribution defined by the refined Campbell identity
- Existence and uniqueness of the full Palm law and the refined Campbell identity
- Second factorial and reduced second factorial moment measures
- Factorial and reduced factorial moment measures are well-defined and locally finite
- The Axiom of Choice
- The Axiom of Countable Choice ($\mathrm{AC}_\omega$)
Used by
Dependency tree · two levels
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Sources
- Günter Last and Mathew Penrose, Lectures on the Poisson Process (2017 author-hosted version) (standard reference, not scraped)
- Adrian Baddeley, Spatial Point Processes and their Applications (standard reference, not scraped)