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abstract

Network Fairness Ambivalence: When Does Social Network Capital Mitigate or Amplify Unfairness?

Published: 10 June 2024 Publication History

Abstract

What are the necessary and sufficient conditions under which multi-hop dissemination strategies decrease rather than increase inequity within social networks? Our analysis of various strategies suggests that this largely depends on a limit related to the degree of homophily in the network.

References

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Chen Avin, Barbara Keller, Zvi Lotker, Claire Mathieu, David Peleg, and Yvonne-Anne Pignolet. 2015. Homophily and the glass ceiling effect in social networks. In Proceedings of the 2015 conference on innovations in theoretical computer science. 41--50.
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Albert-Laszlo Barabâsi, Hawoong Jeong, Zoltan Néda, Erzsebet Ravasz, Andras Schubert, and Tamas Vicsek. 2002. Evolution of the social network of scientific collaborations. Physica A: Statistical mechanics and its applications, Vol. 311, 3--4 (2002), 590--614.
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Francesco Fabbri, Francesco Bonchi, Ludovico Boratto, and Carlos Castillo. 2020. The effect of homophily on disparate visibility of minorities in people recommender systems. In Proceedings of the International AAAI Conference on Web and Social Media, Vol. 14. 165--175.
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Fariba Karimi, Mathieu Génois, Claudia Wagner, Philipp Singer, and Markus Strohmaier. 2018. Homophily influences ranking of minorities in social networks. Scientific reports, Vol. 8, 1 (2018), 11077.
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Miller McPherson, Lynn Smith-Lovin, and James M Cook. 2001. Birds of a feather: Homophily in social networks. Annual review of sociology, Vol. 27, 1 (2001), 415--444.
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Aida Rahmattalabi, Shahin Jabbari, Himabindu Lakkaraju, Phebe Vayanos, Max Izenberg, Ryan Brown, Eric Rice, and Milind Tambe. 2021. Fair influence maximization: A welfare optimization approach. In Proceedings of the AAAI Conference on Artificial Intelligence, Vol. 35. 11630--11638.
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Published In

cover image ACM Conferences
SIGMETRICS/PERFORMANCE '24: Abstracts of the 2024 ACM SIGMETRICS/IFIP PERFORMANCE Joint International Conference on Measurement and Modeling of Computer Systems
June 2024
120 pages
ISBN:9798400706240
DOI:10.1145/3652963
  • cover image ACM SIGMETRICS Performance Evaluation Review
    ACM SIGMETRICS Performance Evaluation Review  Volume 52, Issue 1
    SIGMETRICS '24
    June 2024
    104 pages
    DOI:10.1145/3673660
    • Editor:
    • Bo Ji
    Issue’s Table of Contents
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Published: 10 June 2024

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  1. fairness
  2. referrals
  3. social networks

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Overall Acceptance Rate 459 of 2,691 submissions, 17%

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