The Polya branching process and limit theorems for conditioned random fields
Benjamin Nehring, Mathias Rafler

TL;DR
This paper generalizes Polya type point processes through branching mechanisms, establishing conditions for integration by parts, computing Palm kernels, and characterizing processes with similar local features as mixtures of Polya branchings.
Contribution
It introduces a new class of generalized Polya point processes via branching, providing their characterization and properties, including Palm kernels and integration by parts formulas.
Findings
Derived conditions for integration by parts in generalized processes
Computed Palm kernels as superpositions of point processes
Characterized processes with similar local characteristics as mixtures of Polya branchings
Abstract
The first aim is to construct generalizations of Polya type point process by applying a branching mechanism to these point processes. Conditions are given under which these point processes satisfy an integration by parts formula. Furthermore we compute their Palm kernels, which turn out to be superpositions of different point processes. Secondly we identify all point processes whose local characteristics agree with these of a fixed branching of a Polya type point process as mixtures of branchings of Polya type point process and show that in this case also they are characterized by an integration by parts formula.
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Taxonomy
TopicsBayesian Methods and Mixture Models · Stochastic processes and statistical mechanics · Probability and Risk Models
