International Journal of Advanced Culture Technology

  • 제10권4호
  • /
  • Pages.361-368
  • /
  • 2022
  • /
  • 2288-7202(pISSN)
  • /
  • 2288-7318(eISSN)
국제문화기술진흥원 (The International Promotion Agency of Culture Technology)
권호 표지
DOI QR코드

DOI QR Code

Rearch of Late Adolcent Activity based on Using Big Data Analysis

  • Hye-Sun, Lee (Dept. of Occupational Therapy, Gwangju Women's Univ)
  • 투고 : 2022.11.26
  • 심사 : 2022.12.09
  • 발행 : 2022.12.31
PDF 다운로드
⟨ 이전 논문 다음 논문 ⟩

초록

This study seeks to determine the research trend of late adolescents by utilizing big data. Also, seek for research trends related to activity participation, treatment, and mediation to provide academic implications. For this process, gathered 1.000 academic papers and used TF-IDF analysis method, and the topic modeling based on co-occurrence word network analysis method LDA (Latent Dirichlet Allocation) to analyze. In conclusion this study conducted analysis of activity participation, treatment, and mediation of late adolescents by TF-IDF analysis method, co-occurrence word network analysis method, and topic modeling analysis based on LDA(Latent Dirichlet Allocation). The results were proposed through visualization, and carries significance as this study analyzed activity, treatment, mediation factors of late adolescents, and provides new analysis methods to figure out the basic materials of activity participation trends, treatment, and mediation of late adolescents.

키워드

과제정보

This paper was supported(in part) by Research Funds of Kwangju Women's University in 2022 (University Innovation Support Project.

참고문헌

  1. J. Arnett, "Emerging Adulthood: A theory of development from the late teens the teens. American Psychologist, 55, 469-480, 2000. https://doi.org/10.1037/0003-066X.55.5.469
  2. J. Arnett, "Emerging Adulthood." Chronicle of Higher Education 51(12): 1-8, 2004.
  3. M. Law, Participation in the occupations of everyday life". American Journal of Occupational Therapy, 56, 640-649, 2002. https://doi.org/10.5014/ajot.56.6.640
  4. World Health Organization. International classification of functioning, disability, and health. Geneva, Switzerland: WHO, 2001.
  5. C. M. Baum, and M. Law, "Occupational therapy practice: Focusing occupational performance". American Journal of Occupational Therapy, 51, 277-288, 1997. https://doi.org/10.5014/ajot.51.4.277
  6. A. A Wilcock, "Relationship of occupations to health and well-being". Occupational therapy: Performance, participation, and well-being (3rd ed.), 2005.
  7. M. Law, "Participation in the occupations of everyday life". American Journal of Occupational Therapy, 56, 640-649, 2002. https://doi.org/10.5014/ajot.56.6.640
  8. N. W. Kim, & H. R. Choi, "Analysis of trends in domestic governance research through social network analysis", Paper of the Korean Digital Policy Society, 16(7): 35-45, 2018.
  9. C. M. Baum, & C. H. Christiansen, "Person-environment occupational- performance: An occupation-based framework for practice". 3-267), Thorofare, NJ: Slack, 2005.
  10. S. E. Lee," Study of Korean Modern Cookbooks Using Text Mining Analysis", 2022.
  11. A. Karl, J. Winooski, W. H. and Rushing, "A practical guide to text mining with topic extraction". Wiley Interdisciplinary Reviews: Computational Statistics, 7(5): 326-340, 2015. https://doi.org/10.1002/wics.1361
  12. M, OH. Jang, S and UM. Kim, "Article analytic and summarizing algorithm by facilitating TF-IDF based on k-means". Proceedings of the Korea Information Processing Society Conference, (0): 271-274, 2018.
  13. J. Y. Lee, "Analysis of dance performances in the Covid-19 using big data on social media" Department of performing Arts and Multimedia Graduate School, Kookmin University, Seoul, Korea, 2021.
  14. Oh. Min, J. O. Kim, Y.G. Kim et al., "A Comparative Analysis for the Extraction of Similar Patent Claims based on Word Embedding", Proceedings of The Korean Institute of Information Scientists and Engineers, 100-1003, 2017.
  15. B. M. Kang, "Constructing Networks of Related Concepts Based on Co-occurring Nouns". Korean Semantics, 32(2): 1-28, 2010.
  16. M. L. Doerfel, "What constitutes semantic network analysis?" A comparison of research and methodologies. Connections, 21(2),16-26, 1998.
  17. J. H. Hong, and E. K, Na, "Victim Blaming of Sewal-ferry Disaster on News in Conservative Total TV Programming - Categorization of Victims and Word Network Analysis", Korean Society for Journalism and Communication Studies, 59(6), 69-106, 2015.
  18. J. S. Park, S. G. Hong, and J.W. Kim, "A Study on Science Technology Trend and Prediction Using Topic Modeling", Journal of the Korea Industrial Information Systems Research, 22(4):19-28, 2017. https://doi.org/10.9723/JKSIIS.2017.22.4.019
  19. T. Hofmann, "Probabilistic Latent Semantic Analysis", Proceedings of the Fifteenth Conference on Uncertainty in Artificial Intelligence, Morgan Kaufmann Publishers Inc, pp.289-296,1999.
  20. Y. S. Hun, K. H. Kim, "Expansion of Topic Modeling with Word 2 Vec and Case Analysis". The Journal of Information Systems, 30(1), 45-64, 2021.
  21. C. W. Jeong, and J. J. Kim, "Analysis of trend in construction using text mining method". Journal of the Korean Digital Architecture and Interior Association, 12(2), 53-60, 2012.
  22. H. J. Jung, "Research dynamics in innovation studies using text mining". Journal of Technology Innovation, 24 (4), 249-276. doi:10.14383/SIME.2016.24.4.249, 2016.
  23. K. Bowman, Development of Activity Card Sort for children: Does parental report on the Activity Card Sort reflect similar results of their children. Unpublished master's degree, University of Western Ontario, London, 1999.
  24. D. J. Kang, and K. N. Lee, "A Study on Co-author Networks of Journal of Korea Trade Research Association using Social Network Analysis". Korea Trade Research Association, 40(5): 1-23, 2015.
  25. H. Gansu, "Children's engagement in the world". Sociocultural perspectives pp. 148-170, 1999.
  26. C. L. Hilton, M. C. Crouch, H. Israel, et al, "Out-of-school participation patterns in children with highfunctioning autism spectrum disorders". American Journal of Occupational Therapy, 62, 554-563, 2008. https://doi.org/10.5014/ajot.62.5.554