Nothing Special   »   [go: up one dir, main page]

skip to main content
10.1145/3110025.3110087acmconferencesArticle/Chapter ViewAbstractPublication PageskddConference Proceedingsconference-collections
research-article

Identifying and Predicting Temporal Change of Basic Human Values from Social Network Usage

Published: 31 July 2017 Publication History

Abstract

Basic Human Values represent a set of values such as security, independence, success, kindness, and pleasure what we think are important to our lives. Each of us holds different values with different degrees of importance. Existing studies show that values of a person can be identified from her social network usage. However, the value priority of a person may change over time due to different factors such as time, event, influence, social structure, and technology. In this research, we are the first to investigate whether the change of value priorities can be identified from social network usage. We have proposed a HMM based technique to capture the change of values of a person.

References

[1]
R. L. Boyd, S. R. Wilson, J. W. Pennebaker, M. Kosinski, D. J. Stillwell, and R. Mihalcea, "Values in words: Using language to evaluate and understand personal values," in ICWSM, 2015.
[2]
J. Chen, G. Hsieh, J. U. Mahmud, and J. Nichols, "Understanding individuals' personal values from social media word use," in CSCW. ACM, 2014, pp. 405--414.
[3]
G. Hsieh, J. Chen, J. U. Mahmud, and J. Nichols, "You read what you value: understanding personal values and reading interests," in CHI. ACM, 2014, pp. 983--986.
[4]
M. S. H. Mukta, M. E. Ali, and J. Mahmud, "Identifying and validating personality traits-based homophilies for an egocentric network," Social Network Analysis and Mining, vol. 6, no. 1, p. 74, 2016.
[5]
M. S. H. Mukta, E. M. Khan, M. E. Ali, and J. Mahmud, "Predicting movie genre preferences from personality and values of social media users," in ICWSM, 2017, pp. 624--627.
[6]
J. W. Pennebaker, R. J. Booth, and M. E. Francis, "Linguistic inquiry and word count: Liwc [computer software]," Austin, TX: liwc. net, 2007.
[7]
S. H. Schwartz, "A proposal for measuring value orientations across nations," Questionnaire Package of the ESS, pp. 259--290, 2003.

Cited By

View all
  • (2022)A Novel Approach on Machine Learning based Data Warehousing for Intelligent Healthcare Services2022 IEEE Region 10 Symposium (TENSYMP)10.1109/TENSYMP54529.2022.9864564(1-5)Online publication date: 1-Jul-2022
  • (2022)SlotFinder: A Spatio-temporal based Car Parking System2022 25th International Conference on Computer and Information Technology (ICCIT)10.1109/ICCIT57492.2022.10055168(114-119)Online publication date: 17-Dec-2022
  • (2022)Prediction of Soil Nutrients Using Hyperspectral Satellite ImagingProceedings of International Conference on Fourth Industrial Revolution and Beyond 202110.1007/978-981-19-2445-3_12(183-198)Online publication date: 4-Oct-2022
  • Show More Cited By
  1. Identifying and Predicting Temporal Change of Basic Human Values from Social Network Usage

    Recommendations

    Comments

    Please enable JavaScript to view thecomments powered by Disqus.

    Information & Contributors

    Information

    Published In

    cover image ACM Conferences
    ASONAM '17: Proceedings of the 2017 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining 2017
    July 2017
    698 pages
    ISBN:9781450349932
    DOI:10.1145/3110025
    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: 31 July 2017

    Permissions

    Request permissions for this article.

    Check for updates

    Qualifiers

    • Research-article
    • Research
    • Refereed limited

    Conference

    ASONAM '17
    Sponsor:

    Acceptance Rates

    Overall Acceptance Rate 116 of 549 submissions, 21%

    Contributors

    Other Metrics

    Bibliometrics & Citations

    Bibliometrics

    Article Metrics

    • Downloads (Last 12 months)4
    • Downloads (Last 6 weeks)0
    Reflects downloads up to 16 Nov 2024

    Other Metrics

    Citations

    Cited By

    View all
    • (2022)A Novel Approach on Machine Learning based Data Warehousing for Intelligent Healthcare Services2022 IEEE Region 10 Symposium (TENSYMP)10.1109/TENSYMP54529.2022.9864564(1-5)Online publication date: 1-Jul-2022
    • (2022)SlotFinder: A Spatio-temporal based Car Parking System2022 25th International Conference on Computer and Information Technology (ICCIT)10.1109/ICCIT57492.2022.10055168(114-119)Online publication date: 17-Dec-2022
    • (2022)Prediction of Soil Nutrients Using Hyperspectral Satellite ImagingProceedings of International Conference on Fourth Industrial Revolution and Beyond 202110.1007/978-981-19-2445-3_12(183-198)Online publication date: 4-Oct-2022
    • (2019)Temporal modeling of basic human values from social network usageJournal of the Association for Information Science and Technology10.1002/asi.2409970:2(151-163)Online publication date: 4-Jan-2019

    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