IDEAS home Printed from https://ideas.repec.org/a/wsi/ijitdm/v18y2019i02ns021962201950010x.html
   My bibliography  Save this article

Mining Newsworthy Events in the Traffic Accident Domain from Chinese Microblog

Author

Listed:
  • Xiangling Fu

    (School of Software Engineering, Beijing University of Posts and Telecommunications, Beijing 100876, P. R. China)

  • Jintae Lee

    (Leeds School of Business, University of Colorado at Boulder, Boulder, CO 80302, USA)

  • Chenwei Yan

    (School of Software Engineering, Beijing University of Posts and Telecommunications, Beijing 100876, P. R. China)

  • Li Gao

    (School of Business and Management, Shanghai International Studies University, Shanghai 200083, P. R. China)

Abstract

Microblog can provide a valuable resource for journalists as it captures potential newsworthy events as they occur, including ones occurring remotely. Given the large volume and the fast pace of typical microblog, it is impractical to monitor all microblog postings for potential news events. Therefore, it would be useful if a method exists that uses text mining to help identify such events. For this endeavor, we need a good model of newsworthiness that furthermore can be operationalized with text-mining techniques. This study examines the feasibility and usefulness of such a model by first adopting the Shoemaker model of newsworthiness, one of the most comprehensive and accepted among such models; refining it based on a set of extensive interviews with domain experts and users in the context of news media in China; operationalizing it with a set of text-analytic measures in the domain of traffic accident; and testing its feasibility and validity using data from Weibo, the largest microblog site in China. As such, we believe that this study makes important theoretical and methodological contributions by developing and testing the most comprehensive and computable model of newsworthiness to date. We also point out its limitations and the areas that need further research.

Suggested Citation

  • Xiangling Fu & Jintae Lee & Chenwei Yan & Li Gao, 2019. "Mining Newsworthy Events in the Traffic Accident Domain from Chinese Microblog," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 18(02), pages 717-742, March.
    • Handle: RePEc:wsi:ijitdm:v:18:y:2019:i:02:n:s021962201950010x
    DOI: 10.1142/S021962201950010X
    as

    Download full text from publisher

    File URL: http://www.worldscientific.com/doi/abs/10.1142/S021962201950010X
    Download Restriction: Access to full text is restricted to subscribers
    File URL: https://libkey.io/10.1142/S021962201950010X?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Norman Dalkey & Olaf Helmer, 1963. "An Experimental Application of the DELPHI Method to the Use of Experts," Management Science, INFORMS, vol. 9(3), pages 458-467, April.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Moussa Larbani & Po Lung Yu, 2020. "Empowering Data Mining Sciences by Habitual Domains Theory, Part I: The Concept of Wonderful Solution," Annals of Data Science, Springer, vol. 7(3), pages 373-397, September.
    2. Paola Zola & Paulo Cortez & Costantino Ragno & Eugenio Brentari, 2019. "Social Media Cross-Source and Cross-Domain Sentiment Classification," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 18(05), pages 1469-1499, September.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Bokrantz, Jon & Skoogh, Anders & Berlin, Cecilia & Stahre, Johan, 2017. "Maintenance in digitalised manufacturing: Delphi-based scenarios for 2030," International Journal of Production Economics, Elsevier, vol. 191(C), pages 154-169.
    2. Seung-Jin Han & Won-Jae Lee & So-Hee Kim & Sang-Hoon Yoon & Hyunwoong Pyun, 2022. "Assessing Expected Long-term Benefits for the Olympic Games: Delphi-AHP Approach from Korean Olympic Experts," SAGE Open, , vol. 12(4), pages 21582440221, December.
    3. Prianto Budi Saptono & Gustofan Mahmud & Intan Pratiwi & Dwi Purwanto & Ismail Khozen & Muhamad Akbar Aditama & Siti Khodijah & Maria Eurelia Wayan & Rina Yuliastuty Asmara & Ferry Jie, 2023. "Development of Climate-Related Disclosure Indicators for Application in Indonesia: A Delphi Method Study," Sustainability, MDPI, vol. 15(14), pages 1-25, July.
    4. Xinxin Liu & Xiaosheng Wang & Haiying Guo & Xiaojie An, 2021. "Benefit Allocation in Shared Water-Saving Management Contract Projects Based on Modified Expected Shapley Value," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 35(1), pages 39-62, January.
    5. Nibedita Mukherjee & Jean Huge & Farid Dahdouh-Guebas & Nico Koedam, 2014. "Ecosystem service valuations of mangrove ecosystems to inform decision making and future valuation exercises," ULB Institutional Repository 2013/217963, ULB -- Universite Libre de Bruxelles.
    6. Di Zio, Simone & Bolzan, Mario & Marozzi, Marco, 2021. "Classification of Delphi outputs through robust ranking and fuzzy clustering for Delphi-based scenarios," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
    7. Sheida Abdoli & Farah Habib & Mohammad Babazadeh, 2018. "Making spatial development scenario for south of Bushehr province, Iran, based on strategic foresight," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 20(3), pages 1293-1309, June.
    8. Shannon Li & Anne Honey & Francesca Coniglio & Peter Schaecken, 2022. "Mental Health Peer Worker Perspectives on Resources Developed from Lived Experience Research Findings: A Delphi Study," IJERPH, MDPI, vol. 19(7), pages 1-15, March.
    9. Alyami, Saleh. H. & Rezgui, Yacine & Kwan, Alan, 2013. "Developing sustainable building assessment scheme for Saudi Arabia: Delphi consultation approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 27(C), pages 43-54.
    10. Petreski Marjan & Petreski Blagica & Tumanoska Despina & Narazani Edlira & Kazazi Fatush & Ognjanov Galjina & Jankovic Irena & Mustafa Arben & Kochovska Tereza, 2017. "The Size and Effects of Emigration and Remittances in the Western Balkans. A Forecasting Based on a Delphi Process," Comparative Southeast European Studies, De Gruyter, vol. 65(4), pages 679-695, December.
    11. Chen, Peng-Ting & Cheng, Joe Z. & Yu, Ya-Wen & Ju, Pei-Hung, 2014. "Mobile advertising setting analysis and its strategic implications," Technology in Society, Elsevier, vol. 39(C), pages 129-141.
    12. F Ackermann & C Eden & T Williams & S Howick, 2007. "Systemic risk assessment: a case study," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 58(1), pages 39-51, January.
    13. Ti-An Chen, 2022. "Business Performance Evaluation for Tourism Factory: Using DEA Approach and Delphi Method," Sustainability, MDPI, vol. 14(15), pages 1-19, July.
    14. Christoph Markmann & Alexander Spickermann & Heiko A. von der Gracht & Alexander Brem, 2021. "Improving the question formulation in Delphi‐like surveys: Analysis of the effects of abstract language and amount of information on response behavior," Futures & Foresight Science, John Wiley & Sons, vol. 3(1), March.
    15. Patricia Tucker & Brianne A. Bruijns & Kristi B. Adamo & Shauna M. Burke & Valerie Carson & Rachel Heydon & Jennifer D. Irwin & Andrew M. Johnson & Patti-Jean Naylor & Brian W. Timmons & Leigh M. Vand, 2022. "Training Pre-Service Early Childhood Educators in Physical Activity (TEACH): Protocol for a Quasi-Experimental Study," IJERPH, MDPI, vol. 19(7), pages 1-27, March.
    16. Acosta, Hernando & Wu, Dongrui & Forrest, Barrie M., 2010. "Fuzzy experts on recreational vessels, a risk modelling approach for marine invasions," Ecological Modelling, Elsevier, vol. 221(5), pages 850-863.
    17. Chun, JongSerl & Kim, Jinyung & Lee, Serim, 2023. "Development of a cyberbullying victimization scale for adolescents in South Korea," Children and Youth Services Review, Elsevier, vol. 144(C).
    18. Haarhaus, Tim & Liening, Andreas, 2020. "Building dynamic capabilities to cope with environmental uncertainty: The role of strategic foresight," Technological Forecasting and Social Change, Elsevier, vol. 155(C).
    19. Johannes I. F. Henning & Henry Jordaan, 2016. "Determinants of Financial Sustainability for Farm Credit Applications—A Delphi Study," Sustainability, MDPI, vol. 8(1), pages 1-15, January.
    20. Ribeiro, Barbara E. & Quintanilla, Miguel A., 2015. "Transitions in biofuel technologies: An appraisal of the social impacts of cellulosic ethanol using the Delphi method," Technological Forecasting and Social Change, Elsevier, vol. 92(C), pages 53-68.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:wsi:ijitdm:v:18:y:2019:i:02:n:s021962201950010x. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Tai Tone Lim (email available below). General contact details of provider: http://www.worldscinet.com/ijitdm/ijitdm.shtml .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.