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Condensed Matter > Disordered Systems and Neural Networks

arXiv:2404.11164 (cond-mat)
[Submitted on 17 Apr 2024]

Title:Heterogeneous mean-field analysis of the generalized Lotka-Volterra model on a network

Authors:Fabián Aguirre-López
View a PDF of the paper titled Heterogeneous mean-field analysis of the generalized Lotka-Volterra model on a network, by Fabi\'an Aguirre-L\'opez
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Abstract:We study the dynamics of the generalized Lotka-Volterra model with a network structure. Performing a high connectivity expansion for graphs, we write down a mean-field dynamical theory that incorporates degree heterogeneity. This allows us to describe the fixed points of the model in terms of a few simple order parameters. We extend the analysis even for diverging abundances, using a mapping to the replicator model. With this we present a unified approach for both cooperative and competitive systems that display complementary behaviors. In particular we show the central role of an order parameter called the critical degree, gc. In the competitive regime gc serves to distinguish high degree nodes that are more likely to go extinct, while in the cooperative regime it has the reverse role, it will determine the low degree nodes that tend to go relatively extinct.
Comments: 20 pages, 6 figures
Subjects: Disordered Systems and Neural Networks (cond-mat.dis-nn)
Cite as: arXiv:2404.11164 [cond-mat.dis-nn]
  (or arXiv:2404.11164v1 [cond-mat.dis-nn] for this version)
  https://doi.org/10.48550/arXiv.2404.11164
arXiv-issued DOI via DataCite

Submission history

From: Fabian Aguirre-Lopez [view email]
[v1] Wed, 17 Apr 2024 08:28:13 UTC (444 KB)
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