Alphabeta Math
DefinitionDefinition: Literature-sourcedProof: Not applicablePipeline-generatedjudge pass (gpt-6-luna)
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 W and C(W) be as in Finite-window spatial observations and configurations. Fix an observed configuration η∈C(W) and a boundary convention b (a specified exterior configuration held fixed, or no exterior configuration). When a model supplies a Papangelou conditional intensity λθ(u;ζ,b), define its finite-window pseudolikelihood criterion by PL⁡W,b(θ;η):=(∏x∈ηλθ(x;η−δx,b))exp⁡{−∫Wλθ(u;η,b) ℓW(du)}. The finite product counts multiplicities, the empty product is 1, 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 b 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