Big data analytics as a tool for fighting pandemics: a systematic review of literature

被引:0
|
作者
Alana Corsi
Fabiane Florencio de Souza
Regina Negri Pagani
João Luiz Kovaleski
机构
[1] Federal University of Technology-Paraná (UTFPR) Câmpus Ponta Grossa,
关键词
Big data; Big data analytics; Pandemics; Epidemics; Systematic review of literature; COVID-19;
D O I
暂无
中图分类号
学科分类号
摘要
Infectious and contagious diseases represent a major challenge for health systems worldwide, either in private or public sectors. More recently, with the increase in cases related to these problems, combined with the recent global pandemic of COVID-19, the need to study strategies to treat these health disturbs is even more latent. Big Data, as well as Big Data Analytics techniques, have been addressed in this context with the possibility of predicting, mapping, tracking, monitoring, and raising awareness about these epidemics and pandemics. Thus, the purpose of this study is to identify how BDA can help in cases of pandemics and epidemics. To achieve this purpose, a systematic review of literature was carried out using the methodology Methodi Ordinatio. The rigorous search resulted in a portfolio of 45 articles, retrived from scientific databases. For the collection and analysis of data, the softwares NVivo 12 and VOSviewer were used. The content analysis sought to identify how Big Data and Big Data Analytics can help fighting epidemics and pandemics. The types and sources of data used in cases of previous epidemics and pandemics were identified, as well as techniques for treating these data. The results showed that the main sources of data come from social media and Internet search engines. The most common techniques for analyzing these data involve the use of statistics, such as correlation and regression, combined with other techniques. Results shows that there is a fruitiful field of study to be explored by both areas, Big Data and Health.
引用
收藏
页码:9163 / 9180
页数:17
相关论文
共 50 条
  • [1] Big data analytics as a tool for fighting pandemics: a systematic review of literature
    Corsi, Alana
    de Souza, Fabiane Florencio
    Pagani, Regina Negri
    Kovaleski, Joao Luiz
    [J]. JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2021, 12 (10) : 9163 - 9180
  • [2] Big data analytics in healthcare: a systematic literature review
    Khanra, Sayantan
    Dhir, Amandeep
    Islam, Najmul
    Mantymaki, Matti
    [J]. ENTERPRISE INFORMATION SYSTEMS, 2020, 14 (07) : 878 - 912
  • [3] Big data and analytics in hospitality and tourism: a systematic literature review
    Mariani, Marcello
    Baggio, Rodolfo
    [J]. INTERNATIONAL JOURNAL OF CONTEMPORARY HOSPITALITY MANAGEMENT, 2022, 34 (01) : 231 - 278
  • [4] Big data analytics: a literature review
    Chong, Dazhi
    Shi, Hui
    [J]. JOURNAL OF MANAGEMENT ANALYTICS, 2015, 2 (03) : 175 - 201
  • [5] Big data analytics capabilities: a systematic literature review and research agenda
    Mikalef, Patrick
    Pappas, Ilias O.
    Krogstie, John
    Giannakos, Michail
    [J]. INFORMATION SYSTEMS AND E-BUSINESS MANAGEMENT, 2018, 16 (03) : 547 - 578
  • [6] Big data analytics capabilities: a systematic literature review and research agenda
    Patrick Mikalef
    Ilias O. Pappas
    John Krogstie
    Michail Giannakos
    [J]. Information Systems and e-Business Management, 2018, 16 : 547 - 578
  • [7] Big Data Analytics in Association Rule Mining: A Systematic Literature Review
    Shahin, Mahtab
    Peious, Sijo Arakkal
    Sharma, Rahul
    Kaushik, Minakshi
    Ben Yahia, Sadok
    Shah, Syed Attique
    Draheim, Dirk
    [J]. 2021 THE 3RD INTERNATIONAL CONFERENCE ON BIG DATA ENGINEERING AND TECHNOLOGY, BDET 2021, 2021, : 40 - 49
  • [8] Learning Analytics in the era of Big Data: A Systematic Literature Review Protocol
    Khan, Salam Ullah
    Bangash, Sadaqat Ali Khan
    Khan, Engr. Kifayat Ullah
    [J]. 2017 INTERNATIONAL SYMPOSIUM ON WIRELESS SYSTEMS AND NETWORKS (ISWSN), 2017,
  • [9] Big data analytics in supply chain management: a systematic literature review
    Albqowr, Ahmad
    Alsharairi, Malek
    Alsoussi, Abdelrahim
    [J]. VINE JOURNAL OF INFORMATION AND KNOWLEDGE MANAGEMENT SYSTEMS, 2024, 54 (03) : 657 - 682
  • [10] Big Data Analytics in Healthcare——A Systematic Literature Review and Roadmap for Practical Implementation
    Sohail Imran
    Tariq Mahmood
    Ahsan Morshed
    Timos Sellis
    [J]. IEEE/CAA Journal of Automatica Sinica, 2021, 8 (01) : 1 - 22