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.
Finite-window point-process pseudolikelihood
Definition
Let and be as in Finite-window spatial observations and configurations. Fix an observed configuration and a boundary convention (a specified exterior configuration held fixed, or no exterior configuration). When a model supplies a Papangelou conditional intensity , define its finite-window pseudolikelihood criterion by The finite product counts multiplicities, the empty product is , and one occurrence is deleted in each event factor. The criterion is used only when the displayed intensity values and integral are finite; a zero event factor makes the criterion zero. The exterior pattern is fixed throughout the calculation. This criterion is not asserted to be a joint likelihood, and its definition supplies no consistency or asymptotic guarantee.
Depends on
Used by
Dependency tree · two levels
30 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
- Adrian Baddeley, Spatial Point Processes and their Applications, complete lecture notes (standard reference, not scraped)
- Günter Last and Mathew Penrose, Lectures on the Poisson Process, author-hosted 2017 version (standard reference, not scraped)