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Consensus formation on heterogeneous networks

Fadda, Edoardo; He, Junda; Tessone, Claudio J; Barucca, Paolo (2022). Consensus formation on heterogeneous networks. EPJ Data Science, 11(1):34.

Abstract

Reaching consensus—a macroscopic state where the system constituents display the same microscopic state—is a necessity in multiple complex socio-technical and techno-economic systems: their correct functioning ultimately depends on it. In many distributed systems—of which blockchain-based applications are a paradigmatic example—the process of consensus formation is crucial not only for the emergence of a leading majority but for the very functioning of the system. We build a minimalistic network model of consensus formation on blockchain systems for quantifying how central nodes—with respect to their average distance to others—can leverage on their position to obtain competitive advantage in the consensus process. We show that in a wide range of network topologies, the probability of forming a majority can significantly increase depending on the centrality of nodes that initiate the spreading. Further, we study the role that network topology plays on the consensus process: we show that central nodes in scale-free networks can win consensus in the network even if they broadcast states significantly later than peripheral ones.

Additional indexing

Item Type:Journal Article, refereed, original work
Communities & Collections:03 Faculty of Economics > Department of Business Administration
03 Faculty of Economics > Department of Informatics
Dewey Decimal Classification:000 Computer science, knowledge & systems
330 Economics
Scopus Subject Areas:Physical Sciences > Modeling and Simulation
Physical Sciences > Computer Science Applications
Physical Sciences > Computational Mathematics
Language:English
Date:1 December 2022
Deposited On:28 Nov 2024 15:28
Last Modified:31 Dec 2024 02:42
Publisher:SpringerOpen
ISSN:2193-1127
OA Status:Gold
Free access at:Publisher DOI. An embargo period may apply.
Publisher DOI:https://doi.org/10.1140/epjds/s13688-022-00347-5
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  • Language: English
  • Licence: Creative Commons: Attribution 4.0 International (CC BY 4.0)

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