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Condensed Matter > Disordered Systems and Neural Networks

arXiv:2405.14289 (cond-mat)
[Submitted on 23 May 2024 (v1), last revised 28 May 2024 (this version, v3)]

Title:Generating-functional analysis of random Lotka-Volterra systems: A step-by-step guide

Authors:Tobias Galla
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Abstract:This paper provides what is hopefully a self-contained set of notes describing the detailed steps of a generating-functional analysis of systems of generalised Lotka-Volterra equations with random interaction coefficients. Nothing in these notes is original, instead the generating-functional method (also known as the Martin-Siggia-Rose-DeDominic-Janssen formalism) and the resulting dynamic mean field theories have been used for the study of disordered systems and spin glasses for decades. But it is hard to find unifying sources which would allow a beginner to learn step-by-step how these methods can be used. My aim is to provide such a source. Most of the calculations are specific to generalised Lotka-Volterra systems, but much can be transferred to disordered systems in more general.
Comments: 81 pages, 8 figures
Subjects: Disordered Systems and Neural Networks (cond-mat.dis-nn); Statistical Mechanics (cond-mat.stat-mech); Populations and Evolution (q-bio.PE)
Cite as: arXiv:2405.14289 [cond-mat.dis-nn]
  (or arXiv:2405.14289v3 [cond-mat.dis-nn] for this version)
  https://doi.org/10.48550/arXiv.2405.14289
arXiv-issued DOI via DataCite

Submission history

From: Tobias Galla [view email]
[v1] Thu, 23 May 2024 08:05:54 UTC (1,777 KB)
[v2] Fri, 24 May 2024 08:13:49 UTC (1,777 KB)
[v3] Tue, 28 May 2024 06:30:27 UTC (1,777 KB)
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