Functional inequalities for marked point processes

In recent years, a number of functional inequalities have been derived for Poisson random measures, with a wide range of applications. In this paper, we prove that such inequalities can be extended to the setting of marked temporal point processes, under mild assumptions on their Papangelou conditio...

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Main Authors: Flint, Ian, Privault, Nicolas, Torrisi, Giovanni Luca
Other Authors: School of Physical and Mathematical Sciences
Format: Article
Language:English
Published: 2020
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Online Access:https://hdl.handle.net/10356/142214
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1422142023-02-28T19:45:44Z Functional inequalities for marked point processes Flint, Ian Privault, Nicolas Torrisi, Giovanni Luca School of Physical and Mathematical Sciences Science::Mathematics Clark-Ocone Formula Malliavin Calculus In recent years, a number of functional inequalities have been derived for Poisson random measures, with a wide range of applications. In this paper, we prove that such inequalities can be extended to the setting of marked temporal point processes, under mild assumptions on their Papangelou conditional intensity. First, we derive a Poincaré inequality. Second, we prove two transportation cost inequalities. The first one refers to functionals of marked point processes with a Papangelou conditional intensity and is new even in the setting of Poisson random measures. The second one refers to the law of marked temporal point processes with a Papangelou conditional intensity, and extends a related inequality which is known to hold on a general Poisson space. Finally, we provide a variational representation of the Laplace transform of functionals of marked point processes with a Papangelou conditional intensity. The proofs make use of an extension of the Clark-Ocone formula to marked temporal point processes. Our results are shown to apply to classes of renewal, nonlinear Hawkes and Cox point processes. MOE (Min. of Education, S’pore) Published version 2020-06-17T07:04:27Z 2020-06-17T07:04:27Z 2019 Journal Article Flint, I., Privault, N., & Torrisi, G. L. (2019). Functional inequalities for marked point processes. Electronic Journal of Probability, 24, 116-. doi:10.1214/19-EJP369 1083-6489 https://hdl.handle.net/10356/142214 10.1214/19-EJP369 2-s2.0-85074027426 24 en Electronic Journal of Probability © 2019 The Author(s) (published by The Institute of Mathematical Statistics and the Bernoulli Society). This is an open-access article distributed under the terms of the Creative Commons Attribution License. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Science::Mathematics
Clark-Ocone Formula
Malliavin Calculus
spellingShingle Science::Mathematics
Clark-Ocone Formula
Malliavin Calculus
Flint, Ian
Privault, Nicolas
Torrisi, Giovanni Luca
Functional inequalities for marked point processes
description In recent years, a number of functional inequalities have been derived for Poisson random measures, with a wide range of applications. In this paper, we prove that such inequalities can be extended to the setting of marked temporal point processes, under mild assumptions on their Papangelou conditional intensity. First, we derive a Poincaré inequality. Second, we prove two transportation cost inequalities. The first one refers to functionals of marked point processes with a Papangelou conditional intensity and is new even in the setting of Poisson random measures. The second one refers to the law of marked temporal point processes with a Papangelou conditional intensity, and extends a related inequality which is known to hold on a general Poisson space. Finally, we provide a variational representation of the Laplace transform of functionals of marked point processes with a Papangelou conditional intensity. The proofs make use of an extension of the Clark-Ocone formula to marked temporal point processes. Our results are shown to apply to classes of renewal, nonlinear Hawkes and Cox point processes.
author2 School of Physical and Mathematical Sciences
author_facet School of Physical and Mathematical Sciences
Flint, Ian
Privault, Nicolas
Torrisi, Giovanni Luca
format Article
author Flint, Ian
Privault, Nicolas
Torrisi, Giovanni Luca
author_sort Flint, Ian
title Functional inequalities for marked point processes
title_short Functional inequalities for marked point processes
title_full Functional inequalities for marked point processes
title_fullStr Functional inequalities for marked point processes
title_full_unstemmed Functional inequalities for marked point processes
title_sort functional inequalities for marked point processes
publishDate 2020
url https://hdl.handle.net/10356/142214
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