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Couplings for determinantal point processes and their reduced Palm distributions with a view to quantifying repulsiveness

Møller, Jesper and O’Reilly, Eliza (2021) Couplings for determinantal point processes and their reduced Palm distributions with a view to quantifying repulsiveness. Journal of Applied Probability, 58 (2). pp. 469-483. ISSN 0021-9002. doi:10.1017/jpr.2020.101. https://resolver.caltech.edu/CaltechAUTHORS:20210727-174800483

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Abstract

For a determinantal point process (DPP) X with a kernel K whose spectrum is strictly less than one, André Goldman has established a coupling to its reduced Palm process X^u at a point u with K(u,u) > 0 so that, almost surely, X^u is obtained by removing a finite number of points from X. We sharpen this result, assuming weaker conditions and X^u establishing that can be obtained by removing at most one point from X, where we specify the distribution of the difference ξ_u: = X\X^u. This is used to discuss the degree of repulsiveness in DPPs in terms of ξ_u, including Ginibre point processes and other specific parametric models for DPPs.


Item Type:Article
Related URLs:
URLURL TypeDescription
https://doi.org/10.1017/jpr.2020.101DOIArticle
https://arxiv.org/abs/1806.07347arXivDiscussion Paper
Additional Information:© The Author(s), 2021. Published by Cambridge University Press on behalf of Applied Probability Trust. Received 21 March 2019; revision received 14 October 2020. Published online by Cambridge University Press: 23 June 2021. Jesper Møller was supported in part by The Danish Council for Independent Research | Natural Sciences, grant 7014-00074B, ‘Statistics for point processes in space and beyond’, and by the ‘Centre for Stochastic Geometry and Advanced Bioimaging’, funded by grant 8721 from the Villum Foundation. Eliza O’Reilly was supported in part by a grant of the Simons Foundation (#197982 to UT Austin), the National Science Foundation Graduate Research Fellowship under Grant No. DGE-1110007, and the Department of Mathematical Sciences, Aalborg University. We are grateful to Professor Russell Lyons for many useful comments, in particular for changing our focus on a more complicated coupling result established in an earlier version of our paper (briefly, to obtain the reduced Palm process, one point in the DPP was either moved or removed) to the simpler coupling result in Theorem 1, which indeed is more suited for studying repulsiveness in DPPs. Also, he pointed our attention to his paper [15], which is essential in the proof of Theorem 1. Finally, we are grateful to two referees, in particular for pointing our attention to the work by Pemantle and Peres.
Funders:
Funding AgencyGrant Number
Danish Council for Independent Research7014-00074B
Villum Foundation8721
Simons Foundation197982
NSF Graduate Research FellowshipDGE-1110007
Aalborg UniversityUNSPECIFIED
Subject Keywords:Ginibre point process; isotropic determinantal point process on the sphere; globally most repulsive determinantal point process; projection kernel; stationary determinantal point process in Euclidean space
Issue or Number:2
Classification Code:2010 Mathematics Subject Classification: Primary: 60G55; 60J20. Secondary 60D05; 62M30
DOI:10.1017/jpr.2020.101
Record Number:CaltechAUTHORS:20210727-174800483
Persistent URL:https://resolver.caltech.edu/CaltechAUTHORS:20210727-174800483
Official Citation:Møller, J., & O’Reilly, E. (2021). Couplings for determinantal point processes and their reduced Palm distributions with a view to quantifying repulsiveness. Journal of Applied Probability, 58(2), 469-483. doi: 10.1017/jpr.2020.101
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:110031
Collection:CaltechAUTHORS
Deposited By: Tony Diaz
Deposited On:02 Aug 2021 17:36
Last Modified:02 Aug 2021 17:36

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