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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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 |
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Science::Mathematics Clark-Ocone Formula Malliavin Calculus Flint, Ian Privault, Nicolas Torrisi, Giovanni Luca Functional inequalities for marked point processes |
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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. |
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School of Physical and Mathematical Sciences |
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School of Physical and Mathematical Sciences Flint, Ian Privault, Nicolas Torrisi, Giovanni Luca |
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Article |
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Flint, Ian Privault, Nicolas Torrisi, Giovanni Luca |
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Flint, Ian |
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Functional inequalities for marked point processes |
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Functional inequalities for marked point processes |
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Functional inequalities for marked point processes |
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Functional inequalities for marked point processes |
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Functional inequalities for marked point processes |
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functional inequalities for marked point processes |
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2020 |
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https://hdl.handle.net/10356/142214 |
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