[go: up one dir, main page]
More Web Proxy on the site http://driver.im/ skip to main content
10.1145/1651437.1651448acmconferencesArticle/Chapter ViewAbstractPublication PagescikmConference Proceedingsconference-collections
short-paper

Detecting opinion leaders and trends in online social networks

Published: 02 November 2009 Publication History

Abstract

Today, online social networks in the World Wide Web become increasingly interactive and networked. Web 2.0 technologies provide a multitude of platforms, such as blogs, wikis, and forums where for example consumers can disseminate data about products and manufacturers. This data provides an abundance of information on personal experiences and opinions which are extremely relevant for companies and sales organizations. A new approach based on text mining and social network analysis is presented which allows detecting opinion leaders and opinion trends. This allows getting a better understanding of the opinion formation. The overall concept is presented and illustrated by an example.

References

[1]
Bamberg, G., Baur, F., and Rapp, M. 2007 Statistik, Oldenburg Verlag, München.
[2]
Chang, C. L., Chen, D. Y., and Chuang, T. R., 2002 Browsing Newsgroups with a Social Network Analyzer, in: Proceedings of the Sixth International Conference on Information Visualization, London.
[3]
Cortes, C.; Vapnik, V. N. 1995 Support Vector Networks, In Machine Learning, Vol. 20 (1995), 273--297.
[4]
Dave, K., Lawrence, S., and Pennock, D. M. 2003 Mining the Peanut Gallery: Opinion Extraction and Semantic Classification of Product Reviews, In Proceedings of the Twelfth International Conference on World Wide Web, ACM Press, Budapest, 519--528.
[5]
Gomez, V., Kaltenbrunner, A., and Lopez, V. 2008 Statistical Analysis of the Social Network and Discussion Threads in Slashdot, In Proceedings of the International World Wide Web Conference, ACM Press, Beijing.
[6]
Goyal A, Bonchi F., and Lakshmanan L.V. 2008 Discovering leaders from community actions. In Proceedings of the International Conference on Information and Knowledge Management, Napa Valley, ACM:
[7]
Java A., Kolari P., Finin T., Oates T. 2006 Modeling the spread of influence on the blogosphere, In Proceedings of the 15th International Conference on WWW, Edinburgh.
[8]
Kao, A.; Poteet, S. 2007 Overview, In Kao, A.; Poteet, S. R. (eds.), Natural Language Processing and Text Mining, Springer Verlag, London, 1--7.
[9]
Liu, B. Hu, M., Cheng, J. 2005 Opinion Observer: Analyzing and Comparing Opinions on the Web. In Proceedings of the 14th international conference on WWW, ACM Press, New York, 342--351.
[10]
Popescu, A. M., Etzioni, O. 2007 Extracting Product Features and Opinions from Reviews. In: A. Kao und S. R. Poteet (Eds.): Natural Language Processing and Text Mining, Springer Verlag, London, 9--28.
[11]
Pang, P, Lee, L, and Vaithyanathan, S. 2002 Thumps up? Sentiment Classification using Machine Learning Techniques, Proceedings of the Conference on Empirical Methods in Natural Language Processing, ACM, 79--86.
[12]
Randic, M., On Characterization of Molecular Branching, In Journal of the American Chemical Society, vol. 97, 1975, 6609--6615.
[13]
Rogers, E: M. 2003 Diffusion of Innovations. Free Press, New York.
[14]
Scott, J. 2007 Social Network Analysis, a Handbook, Sage Publications, London.
[15]
Song X., Chi Y., Hino K., Tseng B.L 2007 Identifying opinion leaders in the blogosphere. In Proceedings of 16th ACM Conference on Information and Knowledge Management, Lisboa, 971--974.
[16]
Wassermann, S.; Faust, K. 1999Social Network Analysis - Methods and Applications. Cambridge University Press, Cambridge,.
[17]
Weiss, S. M.; Indurkhya, N.; Zhang, T.; Damerau, F. J.: Text Mining - Predictive Methods for Analyzing Unstructured Information, Springer Verlag, New York 2005.
[18]
Welser, H. T.; Gleave, E.; Fisher, D.; Smith, M., Visualizing the Signatures of Social Roles in Online Discussion Groups, in: Journal of Social Structure, Vol. 8, 2007.

Cited By

View all
  • (2024)A comprehensive study on social networks analysis and mining to detect opinion leadersInternational Journal of Computers and Applications10.1080/1206212X.2024.238065546:8(641-650)Online publication date: 26-Jul-2024
  • (2024)A social network analysis of the citation diffusion of academic articlesInternational Journal of Information Technology10.1007/s41870-024-02034-216:8(5055-5067)Online publication date: 25-Jun-2024
  • (2023)Social Network Analysis and Semantic Analysis of #TexasAbortionBan on TwitterSexuality Research and Social Policy10.1007/s13178-023-00848-621:2(591-597)Online publication date: 26-Jul-2023
  • Show More Cited By

Index Terms

  1. Detecting opinion leaders and trends in online social networks

    Recommendations

    Comments

    Please enable JavaScript to view thecomments powered by Disqus.

    Information & Contributors

    Information

    Published In

    cover image ACM Conferences
    SWSM '09: Proceedings of the 2nd ACM workshop on Social web search and mining
    November 2009
    78 pages
    ISBN:9781605588063
    DOI:10.1145/1651437
    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]

    Sponsors

    Publisher

    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 02 November 2009

    Permissions

    Request permissions for this article.

    Check for updates

    Author Tags

    1. leaders
    2. opinion mining
    3. social network analysis
    4. trends

    Qualifiers

    • Short-paper

    Conference

    CIKM '09
    Sponsor:

    Upcoming Conference

    CIKM '25

    Contributors

    Other Metrics

    Bibliometrics & Citations

    Bibliometrics

    Article Metrics

    • Downloads (Last 12 months)33
    • Downloads (Last 6 weeks)4
    Reflects downloads up to 19 Dec 2024

    Other Metrics

    Citations

    Cited By

    View all
    • (2024)A comprehensive study on social networks analysis and mining to detect opinion leadersInternational Journal of Computers and Applications10.1080/1206212X.2024.238065546:8(641-650)Online publication date: 26-Jul-2024
    • (2024)A social network analysis of the citation diffusion of academic articlesInternational Journal of Information Technology10.1007/s41870-024-02034-216:8(5055-5067)Online publication date: 25-Jun-2024
    • (2023)Social Network Analysis and Semantic Analysis of #TexasAbortionBan on TwitterSexuality Research and Social Policy10.1007/s13178-023-00848-621:2(591-597)Online publication date: 26-Jul-2023
    • (2022)Management and Control of Enterprise Negative Network Public Opinion Dissemination Based on the Multi-Stakeholder Game Mechanism in ChinaSystems10.3390/systems1005014010:5(140)Online publication date: 5-Sep-2022
    • (2022)Mood detection and prediction using conventional machine learning techniques on COVID19 dataSocial Network Analysis and Mining10.1007/s13278-022-00957-x12:1Online publication date: 21-Sep-2022
    • (2022)Road networks structure analysis: A preliminary network science-based approachAnnals of Mathematics and Artificial Intelligence10.1007/s10472-022-09818-x92:1(215-234)Online publication date: 29-Sep-2022
    • (2021)Cross-Platform Comparative Study of Public Concern on Social Media during the COVID-19 Pandemic: An Empirical Study Based on Twitter and WeiboInternational Journal of Environmental Research and Public Health10.3390/ijerph1812648718:12(6487)Online publication date: 16-Jun-2021
    • (2021)The reception of support in peer-to-peer online networks: Network position, support solicitation, and support provision in an online asthma caregivers groupHealth Informatics Journal10.1177/1460458221106602028:1Online publication date: 15-Dec-2021
    • (2021)Mining halal food search pathways down the Wikipedia’s rabbit holeFood, Culture & Society10.1080/15528014.2021.1884452(1-21)Online publication date: 28-Apr-2021
    • (2020)Robust Bayesian classification using an optimistic score ratioProceedings of the 37th International Conference on Machine Learning10.5555/3524938.3525617(7327-7337)Online publication date: 13-Jul-2020
    • Show More Cited By

    View Options

    Login options

    View options

    PDF

    View or Download as a PDF file.

    PDF

    eReader

    View online with eReader.

    eReader

    Media

    Figures

    Other

    Tables

    Share

    Share

    Share this Publication link

    Share on social media