Palm versions of Hawkes processes

This brief paper identifies the Palm distribution of a linear Hawkes process. The textbook example for Palm distributions is the Palm version of a stationary Poisson process that corresponds to the original process plus a point in zero. The present result generalizes this example in a more complex but nevertheless tractable way. As a next step, we derive the intensity measure of the Palm version of a Hawkes process and show how it could be used for estimation. Finally, we discuss further possible applications to the theory of Hawkes processes. • We identify the Palm version of a Hawkes process in Theorem 1. • As a possible application, we show how the result could be used in estimation. • In the discussion, we sketch how the result could yield further theoretical developments of the linear Hawkes process, and we formulate a conjecture on a possible application for simulation without edge effects. • From a pedagogical point of view, the brief paper provides a novel example for the introduction of Palm distributions—adding some complexity to the standard Poisson example, while still being quite explicit and tractable.

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Publication Details

Journal
Statistics & Probability Letters
Published
2025-08-29
DOI
https://doi.org/10.1016/j.spl.2025.110531
Primary Topic
Point processes and geometric inequalities
Type
article
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article

Palm versions of Hawkes processes

Matthias Kirchner
1 links
Statistics & Probability Letters
Point processes and geometric inequalities
article

Palm versions of Hawkes processes

Matthias Kirchner
article en

Abstract

This brief paper identifies the Palm distribution of a linear Hawkes process. The textbook example for Palm distributions is the Palm version of a stationary Poisson process that corresponds to the original process plus a point in zero. The present result generalizes this example in a more complex but nevertheless tractable way. As a next step, we derive the intensity measure of the Palm version of a Hawkes process and show how it could be used for estimation. Finally, we discuss further possible applications to the theory of Hawkes processes. • We identify the Palm version of a Hawkes process in Theorem 1. • As a possible application, we show how the result could be used in estimation. • In the discussion, we sketch how the result could yield further theoretical developments of the linear Hawkes process, and we formulate a conjecture on a possible application for simulation without edge effects. • From a pedagogical point of view, the brief paper provides a novel example for the introduction of Palm distributions—adding some complexity to the standard Poisson example, while still being quite explicit and tractable.

Statistics & Probability LettersVol. 227
Pädagogische Hochschule Bern (CH)
Zero hunger
Openalex Percentile: Top 67%
Point processes and geometric inequalities
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