Understanding twitter in crisis: a roadmap for public sector decision makers with multi-criteria decision making

被引:0
|
作者
Tamer, Zekiye [1 ]
Demir, Gulay [2 ]
Darici, Sefer [1 ,6 ]
Pamucar, Dragan [3 ,4 ,5 ]
机构
[1] Sivas Cumhuriyet Univ, Fac Commun, Dept New Media & Commun, Sivas, Turkiye
[2] Sivas Cumhuriyet Univ, Vocat Sch Hlth Serv, Sivas, Turkiye
[3] Univ Belgrade, Dept Operat Res & Stat, Belgrade, Serbia
[4] Yuan Ze Univ, Dept Ind Engn & Management, Taoyuan City, Taiwan
[5] Western Caspian Univ, Dept Mech & Math, Baku, Azerbaijan
[6] Azerbaijan State Univ Econ UNEC, UNEC Res Ctr Digital Econ, Istiqlaliyyat Str 6, Baku, Azerbaijan
关键词
Crisis management; CRADIS; Improved Entropy; Social media; SELECTION; ALGORITHM; WEIGHTS;
D O I
10.1007/s10668-024-05894-7
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This study was developed to emphasize the critical role of social media in large-scale crises and the importance of effective information flow management. By analyzing how the Twitter platform (now X) can be utilized in crisis management, this paper presents an integrated framework that combines Multi-Criteria Decision-Making (MCDM) methods. The Improved Entropy technique is employed to prioritize classified tweets, while the Compromise Ranking of Alternatives from Distance to Ideal Solution (CRADIS) approach is used to evaluate the significance of crisis days. To validate the applicability and consistency of the proposed approach, a case study was conducted using tweets from the official Twitter account of the Disaster and Emergency Management Authority (AFAD) related to the earthquake that occurred in Turkey on February 6, 2023. The findings reveal that the Improved Entropy method identifies calls for help as the highest priority category in crisis response. CRADIS results further highlight that the second day of the disaster is the most critical, as it is the period when the scope of the crisis becomes clearer and coordination efforts are most intense. Comprehensive sensitivity analyses confirm that the proposed unified MCDM framework is both reliable and consistent. This study underscores the importance of timely and accurate information dissemination through social media in crisis management and offers a decision-support model that facilitates flexible and rational decision-making for authorities. This model can guide the development of more effective response strategies in future crisis scenarios.
引用
收藏
页数:37
相关论文
共 50 条
  • [41] Multi-criteria decision making in Pythagorean fuzzy environment
    Fei, Liguo
    Deng, Yong
    APPLIED INTELLIGENCE, 2020, 50 (02) : 537 - 561
  • [42] Multi-criteria decision making for reconductoring overhead lines
    Ines, Hammami
    Ben Ammar, Faouzi
    PROCEEDINGS OF THE 2020 17TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD 2020), 2020, : 53 - 58
  • [43] The Improved CURLI Method for Multi-Criteria Decision Making
    Nguyen, Anh-Tu
    ENGINEERING TECHNOLOGY & APPLIED SCIENCE RESEARCH, 2023, 13 (01) : 10121 - 10127
  • [44] ASA and its application to multi-criteria decision making
    Choi, DY
    Oh, KW
    FUZZY SETS AND SYSTEMS, 2000, 114 (01) : 89 - 102
  • [45] Multi-criteria decision making based on relative measures
    Xia, Meimei
    Chen, Jian
    Zhang, Juliang
    ANNALS OF OPERATIONS RESEARCH, 2015, 229 (01) : 791 - 811
  • [46] Multi-criteria decision making via multivariate quantiles
    Kostner, Daniel
    MATHEMATICAL METHODS OF OPERATIONS RESEARCH, 2020, 91 (01) : 73 - 88
  • [47] Multi-criteria decision making in industrial engineering - Preface
    Triantaphyllou, E
    Evans, GW
    COMPUTERS & INDUSTRIAL ENGINEERING, 1999, 37 (03) : 505 - 506
  • [48] Multi-criteria decision making for assembly line balancing
    F. Jolai
    M. Jahangoshai Rezaee
    A. Vazifeh
    Journal of Intelligent Manufacturing, 2009, 20 : 113 - 121
  • [49] Application of Multi-Criteria Decision Making in Bioink Selection
    Rohrbach, Lily
    Huebner, Pedro
    2021 SYSTEMS AND INFORMATION ENGINEERING DESIGN SYMPOSIUM (IEEE SIEDS 2021), 2021, : 86 - 91
  • [50] On prioritized weighted aggregation in multi-criteria decision making
    Yan, Hong-Bin
    Huynh, Van-Nam
    Nakamori, Yoshiteru
    Murai, Tetsuya
    EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (01) : 812 - 823