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Reducing Network Polarization by Edge Additions

Published: 30 May 2020 Publication History

Abstract

Real-world networks are often extremely polarized, because the communication between groups of vertices can be weak and, most of the time, only vertices in the same groups or sharing the same beliefs communicate to each other. We formulate the Minimum-Cardinality Balanced Edge Addition Problem as a strategy for reducing polarization in real-world networks based on a principle of minimum external interventions. We give the integer programming formulation and discuss computational results on randomly generated and real-life instances. We show that polarization can be reduced to the desired threshold with the addition of a few edges. The minimum intervention principle and the approach developed in this work are shown to constitute an effective strategy for reducing polarization in social, interaction, and communication networks.

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Cited By

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  • (2022)Network polarization, filter bubbles, and echo chambers: an annotated review of measures and reduction methodsInternational Transactions in Operational Research10.1111/itor.1322430:6(3122-3158)Online publication date: 21-Oct-2022
  • (2020)Polarization reduction by minimum‐cardinality edge additions: Complexity and integer programming approachesInternational Transactions in Operational Research10.1111/itor.1285428:3(1242-1264)Online publication date: 2-Aug-2020

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Published In

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ISMSI '20: Proceedings of the 2020 4th International Conference on Intelligent Systems, Metaheuristics & Swarm Intelligence
March 2020
142 pages
ISBN:9781450377614
DOI:10.1145/3396474
© 2020 Association for Computing Machinery. ACM acknowledges that this contribution was authored or co-authored by an employee, contractor or affiliate of a national government. As such, the Government retains a nonexclusive, royalty-free right to publish or reproduce this article, or to allow others to do so, for Government purposes only.

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  • University of Delhi

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 30 May 2020

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Author Tags

  1. Integer programming
  2. Minimum-cardinality balanced edge addition problem
  3. Polarization
  4. Polarized networks

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  • Research-article
  • Research
  • Refereed limited

Funding Sources

  • Conselho Nacional de Desenvolvimento Científico e Tecnológico
  • Coordenação de Aperfeiçoamento de Pessoal de Nível Superior
  • Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro

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ISMSI '20

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Cited By

View all
  • (2022)Network polarization, filter bubbles, and echo chambers: an annotated review of measures and reduction methodsInternational Transactions in Operational Research10.1111/itor.1322430:6(3122-3158)Online publication date: 21-Oct-2022
  • (2020)Polarization reduction by minimum‐cardinality edge additions: Complexity and integer programming approachesInternational Transactions in Operational Research10.1111/itor.1285428:3(1242-1264)Online publication date: 2-Aug-2020

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