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Unfolding the event landscape on twitter: classification and exploration of user categories

Published: 11 February 2012 Publication History

Abstract

Social media platforms such as Twitter garner significant attention from very large audiences in response to real-world events. Automatically establishing who is participating in information production or conversation around events can improve event content consumption, help expose the stakeholders in the event and their varied interests, and even help steer subsequent coverage of an event by journalists. In this paper, we take initial steps towards building an automatic classifier for user types on Twitter, focusing on three core user categories that are reflective of the information production and consumption processes around events: organizations, journalists/media bloggers, and ordinary individuals. Exploration of the user categories on a range of events shows distinctive characteristics in terms of the proportion of each user type, as well as differences in the nature of content each shared around the events.

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    cover image ACM Conferences
    CSCW '12: Proceedings of the ACM 2012 conference on Computer Supported Cooperative Work
    February 2012
    1460 pages
    ISBN:9781450310864
    DOI:10.1145/2145204
    Permission to make digital or hard copies of all or part 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 components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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    Publication History

    Published: 11 February 2012

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    Author Tags

    1. events
    2. social media
    3. twitter
    4. user classification

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    CSCW '12
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    CSCW '12: Computer Supported Cooperative Work
    February 11 - 15, 2012
    Washington, Seattle, USA

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    CSCW '12 Paper Acceptance Rate 164 of 415 submissions, 40%;
    Overall Acceptance Rate 2,235 of 8,521 submissions, 26%

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    • (2024)Is Human-AI Interaction CSCW?Companion Publication of the 2024 Conference on Computer-Supported Cooperative Work and Social Computing10.1145/3678884.3689134(95-97)Online publication date: 11-Nov-2024
    • (2024)Automatic Construction of Expiration Time Expression Dataset from RetweetsCompanion Proceedings of the ACM Web Conference 202410.1145/3589335.3651471(545-548)Online publication date: 13-May-2024
    • (2022)Social Media Analytics as a Tool for Cultural Spaces—The Case of Twitter Trending TopicsBig Data and Cognitive Computing10.3390/bdcc60200636:2(63)Online publication date: 2-Jun-2022
    • (2022)Identifying Patients With Inflammatory Bowel Disease on Twitter and Learning From Their Personal Experience: Retrospective Cohort StudyJournal of Medical Internet Research10.2196/2918624:8(e29186)Online publication date: 2-Aug-2022
    • (2022)On the Dynamics of Narratives of Crisis during Terror Attacks2022 Ninth International Conference on Social Networks Analysis, Management and Security (SNAMS)10.1109/SNAMS58071.2022.10062580(1-8)Online publication date: 29-Nov-2022
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    • (2021)Profiling Celebrity Profession from Twitter Data2021 International Conference on Asian Language Processing (IALP)10.1109/IALP54817.2021.9675260(207-212)Online publication date: 11-Dec-2021
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