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Estimation of Tipping Points for Critical and Transitional Regimes in the Evolution of Complex Interbank Network

We consider an agent-based model of dynamic interbank network, evolving under several influential factors. Co-evolution is formally performed by the connection between node states and topology of interaction, and vice versa. During the simulation, network evolves to critical regime, corresponding to...

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Autor principal: Guleva, Valentina Y.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7302247/
http://dx.doi.org/10.1007/978-3-030-50371-0_32
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author Guleva, Valentina Y.
author_facet Guleva, Valentina Y.
author_sort Guleva, Valentina Y.
collection PubMed
description We consider an agent-based model of dynamic interbank network, evolving under several influential factors. Co-evolution is formally performed by the connection between node states and topology of interaction, and vice versa. During the simulation, network evolves to critical regime, corresponding to cascading behaviour in the system, through transitional one. Results show these global regimes correspond to dynamics at micro-level with three types of node states. On the base of formal model of system evolution and regimes formal definitions we estimate the starting point of cascading behaviour and determine number of iterations before its early warning signal – the start of transitional regime. Experiment is made for the interbank market model, nevertheless, possible applications are not restricted by the case. We show, that the obtained estimations allow for appropriate prediction of starting points of critical and transitional regimes (which correspond to cascading behaviour and its early warning signal) and explanation of observed dynamics in the evolution of banking system model under fund infusion scenario.
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spelling pubmed-73022472020-06-18 Estimation of Tipping Points for Critical and Transitional Regimes in the Evolution of Complex Interbank Network Guleva, Valentina Y. Computational Science – ICCS 2020 Article We consider an agent-based model of dynamic interbank network, evolving under several influential factors. Co-evolution is formally performed by the connection between node states and topology of interaction, and vice versa. During the simulation, network evolves to critical regime, corresponding to cascading behaviour in the system, through transitional one. Results show these global regimes correspond to dynamics at micro-level with three types of node states. On the base of formal model of system evolution and regimes formal definitions we estimate the starting point of cascading behaviour and determine number of iterations before its early warning signal – the start of transitional regime. Experiment is made for the interbank market model, nevertheless, possible applications are not restricted by the case. We show, that the obtained estimations allow for appropriate prediction of starting points of critical and transitional regimes (which correspond to cascading behaviour and its early warning signal) and explanation of observed dynamics in the evolution of banking system model under fund infusion scenario. 2020-05-26 /pmc/articles/PMC7302247/ http://dx.doi.org/10.1007/978-3-030-50371-0_32 Text en © Springer Nature Switzerland AG 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Guleva, Valentina Y.
Estimation of Tipping Points for Critical and Transitional Regimes in the Evolution of Complex Interbank Network
title Estimation of Tipping Points for Critical and Transitional Regimes in the Evolution of Complex Interbank Network
title_full Estimation of Tipping Points for Critical and Transitional Regimes in the Evolution of Complex Interbank Network
title_fullStr Estimation of Tipping Points for Critical and Transitional Regimes in the Evolution of Complex Interbank Network
title_full_unstemmed Estimation of Tipping Points for Critical and Transitional Regimes in the Evolution of Complex Interbank Network
title_short Estimation of Tipping Points for Critical and Transitional Regimes in the Evolution of Complex Interbank Network
title_sort estimation of tipping points for critical and transitional regimes in the evolution of complex interbank network
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7302247/
http://dx.doi.org/10.1007/978-3-030-50371-0_32
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