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Detection of Potential Controversial Issues for Social Sustainability: Case of Green Energy

Author

Listed:
  • Chun-Che Huang

    (Department of Information Management, National Chi Nan University, No. 1, University Rd, Puli 545, Nantou County, Taiwan)

  • Wen-Yau Liang

    (Department of Information Management, National Changhua University of Education, #1, Jin-De Road, Changhua 500, Taiwan)

  • Shian-Hua Lin

    (Department of Computer Science and Information Engineering, National Chi Nan University, No. 1, University Rd, Puli 545, Nantou County, Taiwan)

  • Tzu-Liang (Bill) Tseng

    (Department of Industrial, Manufacturing and Systems Engineering, The University of Texas at El Paso, 500 W. University Ave., El Paso, TX 79968, USA)

  • Yu-Hsien Wang

    (Department of Information Management, National Chi Nan University, No. 1, University Rd, Puli 545, Nantou County, Taiwan)

  • Kuo-Hsin Wu

    (Ph.D. Program in Strategy and Development of Emerging Industries, National Chi Nan University, No. 1, University Rd, Puli 545, Nantou County, Taiwan)

Abstract

More and more people are involved in sustainability-related activities through social network to support/protect their idea or motivation for sustainable development. Understanding the variety of issues of social pulsation is crucial in development of social sustainability. However, issues in social media generally change overtime. Issues not identified in advance may soon become popular topics discussed in society, particularly controversial issues. Previous studies have focused on the detection of hot topics and discussion of controversial issues, rather than the identification of potential controversial issues, which truly require paying attention to social sustainability. Furthermore, previous studies have focused on issue detection and tracking based on historical data. However, not all controversial issues are related to historical data to foster the cases. To avoid the above-mentioned research gap, Artificial Intelligence (AI) plays an essential role in issue detection in the early stage. In this study, an AI-based solution approach is proposed to resolve two practical problems in social media: (1) the impact caused by the number of fan pages from Facebook and (2) awareness of the levels for an issue. The proposed solution approach to detect potential issues is based on the popularity of public opinion in social media using a Web crawler to collect daily posts related to issues in social media under a big data environment. Some analytical findings are carried out via the congregational rules proposed in this research, and the solution approach detects the attentive subjects in the early stages. A comparison of the proposed method to the traditional methods are illustrated in the domain of green energy. The computational results demonstrate that the proposed approach is accurate and effective and therefore it provides significant contribution to upsurge green energy deployment.

Suggested Citation

  • Chun-Che Huang & Wen-Yau Liang & Shian-Hua Lin & Tzu-Liang (Bill) Tseng & Yu-Hsien Wang & Kuo-Hsin Wu, 2020. "Detection of Potential Controversial Issues for Social Sustainability: Case of Green Energy," Sustainability, MDPI, vol. 12(19), pages 1-22, September.
    • Handle: RePEc:gam:jsusta:v:12:y:2020:i:19:p:8057-:d:421668
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    References listed on IDEAS

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    1. Sneddon, Chris & Howarth, Richard B. & Norgaard, Richard B., 2006. "Sustainable development in a post-Brundtland world," Ecological Economics, Elsevier, vol. 57(2), pages 253-268, May.
    2. Kaplan, Andreas M. & Haenlein, Michael, 2010. "Users of the world, unite! The challenges and opportunities of Social Media," Business Horizons, Elsevier, vol. 53(1), pages 59-68, January.
    3. Shan Gao & Shuang Ling & Wenhui Liu, 2018. "The Role of Social Media in Promoting Information Disclosure on Environmental Incidents: An Evolutionary Game Theory Perspective," Sustainability, MDPI, vol. 10(12), pages 1-19, November.
    4. Shang, Ronghua & Luo, Shuang & Li, Yangyang & Jiao, Licheng & Stolkin, Rustam, 2015. "Large-scale community detection based on node membership grade and sub-communities integration," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 428(C), pages 279-294.
    5. Joshua Fisher & Kristen Rucki, 2017. "Re‐conceptualizing the Science of Sustainability: A Dynamical Systems Approach to Understanding the Nexus of Conflict, Development and the Environment," Sustainable Development, John Wiley & Sons, Ltd., vol. 25(4), pages 267-275, July.
    6. Mirjana Pejić Bach & Cristina M. Pulido & Dalia Suša Vugec & Vladia Ionescu & Gisela Redondo-Sama & Laura Ruiz-Eugenio, 2020. "Fostering Social Project Impact with Twitter: Current Usage and Perspectives," Sustainability, MDPI, vol. 12(15), pages 1-24, August.
    7. Umit Can & Bilal Alatas, 2017. "Big Social Network Data and Sustainable Economic Development," Sustainability, MDPI, vol. 9(11), pages 1-19, November.
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