Scaling limits and generic bounds for exploration processes
Resumen:
We consider exploration algorithms of the random sequential adsorption type both for homogeneous random graphs and random geometric graphs based on spatial Poisson processes. At each step, a vertex of the graph becomes active and its neighboring nodes become blocked. Given an initial number of vertices N growing to infinity, we study statistical properties of the proportion of explored (active or blocked) nodes in time using scaling limits. We obtain exact limits for homogeneous graphs and prove an explicit central limit theorem for the final proportion of active nodes, known as the jamming constant, through a diffusion approximation for the exploration process which can be described as a unidimensional process. We then focus on bounding the trajectories of such exploration processes on random geometric graphs, i.e., random sequential adsorption. As opposed to exploration processes on homogeneous random graphs, these do not allow for such a dimensional reduction. Instead we derive a fundamental relationship between the number of explored nodes and the discovered volume in the spatial process, and we obtain generic bounds for the fluid limit and jamming constant: bounds that are independent of the dimension of space and the detailed shape of the volume associated to the discovered node. Lastly, using coupling techinques, we give trajectorial interpretations of the generic bounds. Keywords : Random sequential adsorption, Scaling limits, Random graphs
2017 | |
Random sequential adsorption Random graphs Scaling limits Telecomunicaciones |
|
Inglés | |
Universidad de la República | |
COLIBRI | |
https://hdl.handle.net/20.500.12008/43560 | |
Acceso abierto | |
Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0) |
_version_ | 1807522942551064576 |
---|---|
author | Bermolen, Paola |
author2 | Jonckheere, Matthieu Sanders, Jaron |
author2_role | author author |
author_facet | Bermolen, Paola Jonckheere, Matthieu Sanders, Jaron |
author_role | author |
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collection | COLIBRI |
dc.creator.none.fl_str_mv | Bermolen, Paola Jonckheere, Matthieu Sanders, Jaron |
dc.date.accessioned.none.fl_str_mv | 2024-04-16T16:21:32Z |
dc.date.available.none.fl_str_mv | 2024-04-16T16:21:32Z |
dc.date.issued.es.fl_str_mv | 2017 |
dc.date.submitted.es.fl_str_mv | 20240416 |
dc.description.abstract.none.fl_txt_mv | We consider exploration algorithms of the random sequential adsorption type both for homogeneous random graphs and random geometric graphs based on spatial Poisson processes. At each step, a vertex of the graph becomes active and its neighboring nodes become blocked. Given an initial number of vertices N growing to infinity, we study statistical properties of the proportion of explored (active or blocked) nodes in time using scaling limits. We obtain exact limits for homogeneous graphs and prove an explicit central limit theorem for the final proportion of active nodes, known as the jamming constant, through a diffusion approximation for the exploration process which can be described as a unidimensional process. We then focus on bounding the trajectories of such exploration processes on random geometric graphs, i.e., random sequential adsorption. As opposed to exploration processes on homogeneous random graphs, these do not allow for such a dimensional reduction. Instead we derive a fundamental relationship between the number of explored nodes and the discovered volume in the spatial process, and we obtain generic bounds for the fluid limit and jamming constant: bounds that are independent of the dimension of space and the detailed shape of the volume associated to the discovered node. Lastly, using coupling techinques, we give trajectorial interpretations of the generic bounds. Keywords : Random sequential adsorption, Scaling limits, Random graphs |
dc.description.es.fl_txt_mv | Artículo publicado en Journal of Statistical Physics, v.169, 2017, pp. 989–1018 |
dc.identifier.citation.es.fl_str_mv | Bermolen, P, Jonckheere, M, Sanders, J. "Scaling limits and generic bounds for exploration processes". Journal of Statistical Physics, v.169, 2017, pp. 989–1018 https://doi.org/10.1007/s10955-017-1902-z |
dc.identifier.uri.none.fl_str_mv | https://hdl.handle.net/20.500.12008/43560 |
dc.language.iso.none.fl_str_mv | en eng |
dc.rights.license.none.fl_str_mv | Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0) |
dc.rights.none.fl_str_mv | info:eu-repo/semantics/openAccess |
dc.source.none.fl_str_mv | reponame:COLIBRI instname:Universidad de la República instacron:Universidad de la República |
dc.subject.es.fl_str_mv | Random sequential adsorption Random graphs Scaling limits |
dc.subject.other.es.fl_str_mv | Telecomunicaciones |
dc.title.none.fl_str_mv | Scaling limits and generic bounds for exploration processes |
dc.type.es.fl_str_mv | Preprint |
dc.type.none.fl_str_mv | info:eu-repo/semantics/preprint |
dc.type.version.none.fl_str_mv | info:eu-repo/semantics/submittedVersion |
description | Artículo publicado en Journal of Statistical Physics, v.169, 2017, pp. 989–1018 |
eu_rights_str_mv | openAccess |
format | preprint |
id | COLIBRI_7e6d74a6f497699bcf3182d45385dd79 |
identifier_str_mv | Bermolen, P, Jonckheere, M, Sanders, J. "Scaling limits and generic bounds for exploration processes". Journal of Statistical Physics, v.169, 2017, pp. 989–1018 https://doi.org/10.1007/s10955-017-1902-z |
instacron_str | Universidad de la República |
institution | Universidad de la República |
instname_str | Universidad de la República |
language | eng |
language_invalid_str_mv | en |
network_acronym_str | COLIBRI |
network_name_str | COLIBRI |
oai_identifier_str | oai:colibri.udelar.edu.uy:20.500.12008/43560 |
publishDate | 2017 |
reponame_str | COLIBRI |
repository.mail.fl_str_mv | mabel.seroubian@seciu.edu.uy |
repository.name.fl_str_mv | COLIBRI - Universidad de la República |
repository_id_str | 4771 |
rights_invalid_str_mv | Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0) |
spelling | 2024-04-16T16:21:32Z2024-04-16T16:21:32Z201720240416Bermolen, P, Jonckheere, M, Sanders, J. "Scaling limits and generic bounds for exploration processes". Journal of Statistical Physics, v.169, 2017, pp. 989–1018 https://doi.org/10.1007/s10955-017-1902-zhttps://hdl.handle.net/20.500.12008/43560Artículo publicado en Journal of Statistical Physics, v.169, 2017, pp. 989–1018We consider exploration algorithms of the random sequential adsorption type both for homogeneous random graphs and random geometric graphs based on spatial Poisson processes. At each step, a vertex of the graph becomes active and its neighboring nodes become blocked. Given an initial number of vertices N growing to infinity, we study statistical properties of the proportion of explored (active or blocked) nodes in time using scaling limits. We obtain exact limits for homogeneous graphs and prove an explicit central limit theorem for the final proportion of active nodes, known as the jamming constant, through a diffusion approximation for the exploration process which can be described as a unidimensional process. We then focus on bounding the trajectories of such exploration processes on random geometric graphs, i.e., random sequential adsorption. As opposed to exploration processes on homogeneous random graphs, these do not allow for such a dimensional reduction. Instead we derive a fundamental relationship between the number of explored nodes and the discovered volume in the spatial process, and we obtain generic bounds for the fluid limit and jamming constant: bounds that are independent of the dimension of space and the detailed shape of the volume associated to the discovered node. Lastly, using coupling techinques, we give trajectorial interpretations of the generic bounds. Keywords : Random sequential adsorption, Scaling limits, Random graphsMade available in DSpace on 2024-04-16T16:21:32Z (GMT). No. of bitstreams: 5 BJS17.pdf: 698008 bytes, checksum: dacc9416e361b53353d8eb603b03f419 (MD5) license_text: 21936 bytes, checksum: 9833653f73f7853880c94a6fead477b1 (MD5) license_url: 49 bytes, checksum: 4afdbb8c545fd630ea7db775da747b2f (MD5) license_rdf: 23148 bytes, checksum: 9da0b6dfac957114c6a7714714b86306 (MD5) license.txt: 4244 bytes, checksum: 528b6a3c8c7d0c6e28129d576e989607 (MD5) Previous issue date: 2017enengLas obras depositadas en el Repositorio se rigen por la Ordenanza de los Derechos de la Propiedad Intelectual de la Universidad De La República. (Res. Nº 91 de C.D.C. de 8/III/1994 – D.O. 7/IV/1994) y por la Ordenanza del Repositorio Abierto de la Universidad de la República (Res. Nº 16 de C.D.C. de 07/10/2014)info:eu-repo/semantics/openAccessLicencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)Random sequential adsorptionRandom graphsScaling limitsTelecomunicacionesScaling limits and generic bounds for exploration processesPreprintinfo:eu-repo/semantics/preprintinfo:eu-repo/semantics/submittedVersionreponame:COLIBRIinstname:Universidad de la Repúblicainstacron:Universidad de la RepúblicaBermolen, PaolaJonckheere, MatthieuSanders, JaronTelecomunicacionesAnálisis de Redes, Tráfico y Estadísticas de 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- Universidad de la Repúblicafalse |
spellingShingle | Scaling limits and generic bounds for exploration processes Bermolen, Paola Random sequential adsorption Random graphs Scaling limits Telecomunicaciones |
status_str | submittedVersion |
title | Scaling limits and generic bounds for exploration processes |
title_full | Scaling limits and generic bounds for exploration processes |
title_fullStr | Scaling limits and generic bounds for exploration processes |
title_full_unstemmed | Scaling limits and generic bounds for exploration processes |
title_short | Scaling limits and generic bounds for exploration processes |
title_sort | Scaling limits and generic bounds for exploration processes |
topic | Random sequential adsorption Random graphs Scaling limits Telecomunicaciones |
url | https://hdl.handle.net/20.500.12008/43560 |