한국산학기술학회논문지 (Journal of the Korea Academia-Industrial cooperation Society)

  • 제22권2호
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  • Pages.721-732
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  • 2021
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  • 1975-4701(pISSN)
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  • 2288-4688(eISSN)
한국산학기술학회 (The Korea Academia-Industrial cooperation Society)
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텍스트마이닝을 활용한 농업 R&D 키워드 분석

A Study on the Analysis of Agricultural R&D Keywords Using Textmining Method

  • 김지훈 (농촌진흥청 농산업경영과) ;
  • 김성섭 (농촌진흥청 농산업경영과)
  • Kim, Ji-Hoon (Farm and Agribusiness Management Division, Rural Development Adminstration) ;
  • Kim, Seong-Sup (Farm and Agribusiness Management Division, Rural Development Adminstration)
  • 투고 : 2020.10.21
  • 심사 : 2021.02.05
  • 발행 : 2021.02.28
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초록

본 연구는 농업 R&D의 추세를 살펴보고자 텍스트마이닝 기법을 활용하여 농업 R&D에 해당하는 키워드를 분석하였다. 분석자료는 NTIS의 국가연구개발사업 과제정보를 활용하였으며, 2003년부터 2018년까지의 농업 R&D의 주요 키워드를 연도별 및 연구개발단계별로 구분하였다. 텍스트마이닝을 위해 키워드의 TF-IDF를 계산하여 점수별로 순위를 매기었으며, 유사한 키워드별로 그룹화하여 해석하였다. 주요 분석 결과는 다음과 같다. 첫 번째, 신기술의 도입과 외부 환경에 변화에 따른 농업 R&D 트렌드가 변화해가고 있다. 시간이 흐를수록 새로운 키워드가 대두되고 있으며, 기초연구 단계에서는 '기후변화'가, 응용연구 단계에서는 'ICT'와 '스마트팜'이, 개발연구 단계에서는 '수출' 키워드가 주되게 등장하고 있다. 두 번째, 연구개발 단계에서 시차를 가지고 키워드 변화가 나타나고 있다. 기초연구-응용연구-개발연구 순으로 주요 키워드가 변화하고 있으며, 대표적으로 '기후변화'와 '신품종' 키워드가 연구개발단계별로 연계되어 있었다. 세번째, 농업 R&D의 대표적인 키워드는 '벼' 키워드로 나타났다. 그러나 '녹색 및 기후변화 대응'과 '가공 및 유통기술' 같이 국내외 농업 환경 변화에 따라 연구의 방향성과 목적이 변화하고 있었다.

This study analyzed keywords for agricultural R&D using the textmining method to examine the trend of agricultural R&D. Data used for the analysis included R&D project information provided by NTIS, and the research and development step by year from 2003 to 2018 were classified and applied. The TF-IDF approach was used as the analysis method, and ranking was derived based on score. Furthermore, we analyzed by grouping for similar keywords. The main analysis results are as follows. First, agricultural R&D trends are changing according to the introduction of new technologies and changes in the external environment. Second, keyword changes appeared with a time lag in the R&D step. The main keywords are changing in the order of basic research - applied research - development research. Third, the main keyword of agricultural R&D was 'rice.' However, the direction and purpose of the research were changing according to changes in the domestic and foreign agricultural environments.

키워드

참고문헌

  1. J. R. Lee, "Understanding of Future Agricultural R&D and Our Choice, Science & Technology Policy, vol.23, no.1, pp 4-19, 2013
  2. J. W. Yoon, Y. W. Chae, Y. J. Ahn, S. S. Kim, "A Priority Analysis of Excellent Agricultural R&D Performancce Considering Region-wide Diffusion Effect", Journal of the Korea Academia-Industrial cooperation Society, Vol. 21, No.4, pp.471-478, 2020 DOI : https://doi.org/10/5762/KAIS.2020.21.4.471
  3. W. C. Seo, H. S. Park, J. H. Yoon, "An Exploratory Study on the Korean National R&D Trends Using Co-Word Analysis", Journal of Information Technology Applications & Management, vol.19 no.4 pp.1-18, Nov. 2012. DOI : https://doi.org/10.21219/JITAM.2012.19.4.001
  4. P. R. Kim, J. P. Hong, S. J. Koh, "Big Data Technology R&D Trend through Patent Analysis", Electronics and Telecommunications Trends, vol.29, no.2, pp.33-41, April. 2014. DOI : https://doi.org/10.22648/ETRI.2014.J.290204
  5. I. S. Jang, H. I. Jo, "Trend Analysis of the object Relations Theory in Korea : Focused on the KCI journals", Korean Journal of Social Science, vol.38, no.3, pp.109-140, Nov. 2019, DOI : http://doi.org/10.18284/jss.2019.12.38.3.109
  6. J. E. Min, E. J. Ju, Zhuqing Xia, "The Analysis of Foodservice & Restaurants Research Trend in Korea: Using Semantic Network Analysis", Culinary Science & Hospitality Research, vol. 26, no.5, pp.147-159, May. 2020, DOI : https://doi.org/10.20878/cshr.2020.26.5.015
  7. C. W. Jeong, J. J. Kim, "Analysis of Trend in Construction Using Textmining Method", Journal of the Korean Digital Architecture Interior Association no.12, vol.2, pp.53-60, 2012
  8. Y. I. Choi, Y. W. Lee, "Comparison of Keywords in Korean Science and Technology Policy and the National Research and Development Projects (2003-2017)", Korea Technology Innovation Society Academic Conference, Korea Technology Innovation Society, Korea, pp.80-98, 2018.11
  9. M. J. Kim, C. J. Kim, "Exploring Tradition Terminology Trends based on Keyword Analysis (1920-2017)", Journal of The Korea Contents Assocication, vol.18, no.12, pp.421-431, 2018 DOI : https://doi.org/10.5392/JKCA.2018.18.12.421
  10. Korea Development Institute(KDI), KDI Economic Information Center Dictionary of Current Term, KDI, c2019, Available From : https://eiec.kdi.re.kr/material/wordDic.do?stype=all&skey=R&D (accessed Oct. 1, 2020)
  11. OECD, "Frascati Manual 2015(Guidelines for Collecting and Reporting Data on Research and Experimental Developement"), OECD Publishing, 2015, pp.46-47 DOI : http://dx.doi.org/10.1787/9789264239012-en
  12. T. H. Jo, "Concept and Application of Text Mining", Journal of Scientific & Technological Knowledge Infrastructure, No.5, pp.76-85, 2001
  13. Christoper D. Manning, Marie-Cathrine de Marneffe, Anna N. Rafferty, "Finding Contradictions in Text", Proceedings of ACL-08:HLT, Association for Computational Linuistics, Columbus Ohio USA, pp.1039-1047, June 2008
  14. Andreas Hotho, Andreas Nurnberger, Gerhard PaaB, "A Brief Survey of Text Mining", Ldv Forum, Computer Science Bibliography, Vol.20, No.1, 2005
  15. Jay Jarman, "Combining Natural Language Processing and Statistical Text Mining: A Study of Specialized Versus Common Languages", Ph.D dissertation, University of South Florida, 2011
  16. J. R. Lee, C. S. Lee, Y. J. Jeong, S. K. Kim, M. J. Um, H. J. Yang, H. S. Yoon, S. W. Nam, "Exploratory Study on the Understanding of Public Agricultural R&D and Enhancing the Management of R&D Performance", Policy Research, Science and Technology Policy Institute, Korea, page.54, 2012. DOI : https://doi.org/10.978.896112/2108
  17. J. H. Heo, S. S. Kim, C. E. Lee, O. S. Kwon, "Economic Effects of Public R&D and Investment Demand in the Agricultural Sector", Research Report R826, Korea Rural Economics Institute, 2017. DOI : https://doi.org/10.23000/TRKO201800042640