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User-User Relationship Migration Observed in Communication Activity

Published: 13 July 2016 Publication History

Abstract

Many Twitter users build various relationships through communication activity such as replies and retweets. For example, friends engage in conversations through replies. Fans unilaterally send many replies to celebrities. In this paper, we focus on such relationships between users. We assume that such relationships are classified into several patterns based on the feature values of communication reciprocity, and the relationships migrate to other ones as time progresses. We clarify the major relationships and transitions by analyzing the pattern frequency and transitions with high probability. From analysis results using a large amount of user pairs that we obtained over a long period, we detected several major and calm relationships.

References

[1]
M. Cha, H. Haddadi, F. Benevenuto, and K. Gummadi. Measuring user influence in twitter: The million follower fallacy. In Proc. of ICWSM2010, 2010.
[2]
S. A. Myers and J. Leskovec. The bursty dynamics of the twitter information network. In Proc. of WWW2014, 2014.
[3]
Y. Yamaguchi, M. Yoshida, C. Faloutsos, and H. Kitagawa. Patterns in interactive tagging networks. In Proc. of ICWSM2015, 2015.
[4]
J. Yang and S. Counts. Comparing information diffusion structure in weblogs and microblogs. In Proc. of ICWSM2010, 2010.

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  1. User-User Relationship Migration Observed in Communication Activity

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    Published In

    cover image ACM Conferences
    UMAP '16: Proceedings of the 2016 Conference on User Modeling Adaptation and Personalization
    July 2016
    366 pages
    ISBN:9781450343688
    DOI:10.1145/2930238
    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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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 13 July 2016

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    Author Tags

    1. communication activity
    2. reciprocity
    3. user-user relationship

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    • Poster

    Funding Sources

    • NII's strategic open-type collaborative research.

    Conference

    UMAP '16
    Sponsor:
    UMAP '16: User Modeling, Adaptation and Personalization Conference
    July 13 - 17, 2016
    Nova Scotia, Halifax, Canada

    Acceptance Rates

    UMAP '16 Paper Acceptance Rate 21 of 123 submissions, 17%;
    Overall Acceptance Rate 162 of 633 submissions, 26%

    Upcoming Conference

    UMAP '25

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