한국응용과학기술학회지 (Journal of the Korean Applied Science and Technology)

  • 제37권1호
  • /
  • Pages.76-82
  • /
  • 2020
  • /
  • 1225-9098(pISSN)
  • /
  • 2288-1069(eISSN)
한국응용과학기술학회 (The Korean Society of Applied Science and Technology)
권호 표지
DOI QR코드

DOI QR Code

빅데이터 분석과 헬스케어에 대한 동향

A review of big data analytics and healthcare

  • 문석재 (광운대학교 정보과학교육원 정보보호학과) ;
  • 이남주 (광운대학교 정보과학교육원 체육학과)
  • Moon, Seok-Jae (Department of Information Security Engineering, Institute of Information Technology, Kwangwoon University) ;
  • Lee, Namju (Department of Physical Education, Institute of Information Technology, Kwangwoon University)
  • 투고 : 2019.01.29
  • 심사 : 2020.02.25
  • 발행 : 2020.02.28
PDF 다운로드
⟨ 이전 논문 다음 논문 ⟩

초록

Big data analysis in healthcare research seems to be a necessary strategy for the convergence of sports science and technology in the era of the Fourth Industrial Revolution. The purpose of this study is to provide the basic review to secure the diversity of big data and healthcare convergence by discussing the concept, analysis method, and application examples of big data and by exploring the application. Text mining, data mining, opinion mining, process mining, cluster analysis, and social network analysis is currently used. Identifying high-risk factor for a certain condition, determining specific health determinants for diseases, monitoring bio signals, predicting diseases, providing training and treatments, and analyzing healthcare measurements would be possible via big data analysis. As a further work, the big data characteristics provide very appropriate basis to use promising software platforms for development of applications that can handle big data in healthcare and even more in sports science.

키워드

참고문헌

  1. D. K. Kim, H. S. Lee. "Study on the analysis of national paralympics by utilizing social big data text mining", Korean J Phys Edu, Vol.55, No.6 pp. 801-810, (2016).
  2. H. K. Roh, D. C. Lee. "Exploring the applicability of big data analysis in adapted physical activity research", Korean J Adap Phys Act, Vol. 25, No. 4 pp. 1-15, (2017).
  3. World Economic Forum. "New vision for education: Fostering social and emotional learning through technology", Colony/Geneva: World Economic Forum (2016).
  4. H. Chung, Y. Choi, S. Lee. "The fourth industrial revolution and change of health industry paradigm", Korea Heal Indus Prom Inst, 215, pp. 1-28, (2016).
  5. S. G. Park, Y. C. Hwang. "The exploratory study for the application of the sports field in the fourth industrial revolution: Focus on the social big data", Korean J Phys Edu, Vol. 56, No. 4 pp. 397-413, (2017). https://doi.org/10.23949/kjpe.2017.07.56.4.26
  6. C. Kim. "The change and role of sport in the age of the fourth industrial revolution", Korean J Phys Edu, Vol. 57, No. 3 pp. 17-27, (2018). https://doi.org/10.23949/kjpe.2018.05.57.3.2
  7. J. D. Oh, J. D. Park, C. H. Park, B. H. Park, Y. S. Choi, H. K. Seong. "A study on the strategic for sports industry technology and IT technology convergence", 2015 Proceedings of Symposium of the Korean Institute of communications and Information Sciences, pp. 293-294, (2015).
  8. M. K. Kim. "Issues and tasks of sports science technology convergence policy on the fourth industrial revolution: Focusing on future tasks and response strategies", Korean J Phys Edu, Vol. 58, No. 4 pp. 349-362, (2019). https://doi.org/10.23949/kjpe.2019.07.58.4.25
  9. T. D. Kim. "Sports ICT industry development plan", Korea Enter Indust Assoc, Vol. 7, No. 1 pp. 21-34, (2015).
  10. S. Y. Lee, H. J. Yoon. "The study on strategy of national information for electronic government of S. Korea with public data analysed by the application of scenario planning", J Inst Elec Info Sci, Vol. 7, No. 6 pp. 1259-1273, (2012).
  11. S. Lavalle, E. Lesser, R. Shockley, M. Hopkins, N. Kruschwitz. "Big data, analytics and path form insights to value", MITSI Manage Rev, Vol. 52, No. 2 pp. 21-31, (2011).
  12. R. Nambiar, A. Sethi, R. Bhardwaj, R. Vargheese. "A look at challenges and opportunities of big data analytics in healthcare", 2013 IEEE International Conference on Big Data, pp. 17-22, (2013).
  13. P. Zikopoulos, C. Eaton. "Understanding big data: Analytics for enterprise class Hadoop and streaming data", McGraw-Hill Osborne Media: Berkeley, CA, USA, 2011.
  14. B. Ristevski1, M. Chen. "Big data analytics in medicine and healthcare", J Integ Bioinfo, Vol.15, No.3, 20170030, (2018). https://doi.org/10.1515/jib-2017-0030
  15. Intel, "Big Data Analaytics," 2012, http://www.intel.com/content/dam/www/public/us/en/documents/reports/data-insightspeer-research-report.pdf.
  16. S. Y. Lee, H. J. Yoon. "The study on strategy of national information for electronic government of S. Korea with public data analysed by the application of scenario planning", J Korea Inst Elec Comm Sci, Vol.7, No.6, pp. 1259-1273, (2012). https://doi.org/10.13067/JKIECS.2012.7.6.1259
  17. N. Khan, I. Yaqoob, I. A. T. Hashem, Z. Inayat, W. K. M. Ali, M. Alam, M. Shiraz, A. Gani. "Big data: survey, technologies, opportunities, and challenges", Sci Wor J, Vol. 2014, http://dx.doi.org/10.1155/2014/712826.
  18. A. Pashazadeh, N. J. Navimipour. " Big data handling mechanism in the healthcare applications: A comprehensive and systematic literature review", J Biomed Info, Vol.82, pp. 47-62, (2018). https://doi.org/10.1016/j.jbi.2018.03.014
  19. J. Lee, J. Lee, M. J. Kim. "A study on perception of ski resort using big data analysis", Korean J Phys Edu, Vol. 56, No. 4 pp. 415-430, (2017).
  20. M. S. Kim, S. W. Oh, J. Han. "A trend analysis on leisure sports tourism using social big data" Korean J Phys Edu, Vol. 58, No. 4 pp. 259-270, (2019).
  21. E. J. Park, S. H. Park. "A study on occupational therapy research trends by dementia using big data analysis: Text-mining technology", J Korea Aging Fri Indus Assoc, Vol. 9, No. 2 pp. 15-24, (2017).
  22. N. Mehta, A. Pandit. "Concurrence of big data analytics and healthcare: A systematic review", Int J Med Info, Vol.114, pp. 57-65, (2018). https://doi.org/10.1016/j.ijmedinf.2018.03.013
  23. F. Firouzi, A. Rahmani, K. Mankodiya, M. Badaroglu, G. Merrett, P. Wong, B. Farahani. "Internet-of-Things and big data for smarter healthcare: from device to architecture, applications and analytics", Fut Gene Comp Sys, Vol.78 (part 2), pp. 583-586, (2017). https://doi.org/10.1016/j.future.2017.09.016
  24. L. Wang, C. A. Alexander. "Big data analytics in healthcare systems", Int J Math Eng Manag Scis, Vol.4, No.1, pp. 17-26, (2019).