Academic Journal

MULTIVARIATE HAWKES PROCESSES ON INHOMOGENEOUS RANDOM GRAPHS

التفاصيل البيبلوغرافية
العنوان: MULTIVARIATE HAWKES PROCESSES ON INHOMOGENEOUS RANDOM GRAPHS
المؤلفون: Agathe-Nerine, Zoé
المساهمون: Mathématiques Appliquées Paris 5 (MAP5 - UMR 8145), Institut National des Sciences Mathématiques et de leurs Interactions - CNRS Mathématiques (INSMI-CNRS)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité), ANR-19-CE40-0024,ChaMaNe,Enjeux mathématiques issus des neurosciences(2019)
المصدر: ISSN: 0304-4149.
بيانات النشر: HAL CCSD
Elsevier
سنة النشر: 2022
مصطلحات موضوعية: Spatially extended system, Multivariate nonlinear Hawkes processes, Mean-field systems, Neural networks, Graph convergence, Random graph, 92B20, Graph convergence AMS Classification. 60F15, 60G55, 44A35, 60F15, 44A35,92B20, [MATH.MATH-PR]Mathematics [math]/Probability [math.PR]
الوصف: International audience ; We consider a population of $N$ interacting neurons, represented by a multivariate Hawkes process: the firing rate of each neuron depends on the history of the connected neurons. Contrary to the mean-field framework where the interaction occurs on the complete graph, the connectivity between particles is given by a random possibly diluted and inhomogeneous graph where the probability of presence of each edge depends on the spatial position of its vertices. We address the well-posedness of this system and Law of Large Numbers results as $N\to\infty$. A crucial issue will be to understand how spatial inhomogeneity influences the large time behavior of the system.
نوع الوثيقة: article in journal/newspaper
اللغة: English
Relation: info:eu-repo/semantics/altIdentifier/arxiv/2106.12259; hal-03264303; https://hal.science/hal-03264303; https://hal.science/hal-03264303v2/document; https://hal.science/hal-03264303v2/file/spa_rev_hal.pdf; ARXIV: 2106.12259
DOI: 10.1016/j.spa.2022.06.019
الاتاحة: https://hal.science/hal-03264303
https://hal.science/hal-03264303v2/document
https://hal.science/hal-03264303v2/file/spa_rev_hal.pdf
https://doi.org/10.1016/j.spa.2022.06.019
Rights: info:eu-repo/semantics/OpenAccess
رقم الانضمام: edsbas.A3587D34
قاعدة البيانات: BASE
الوصف
DOI:10.1016/j.spa.2022.06.019