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Effective Classification Framework Design and Implementation for Rural Regional Information using Principal Component Analysis and Cluster Analysis

주성분 분석 및 군집분석을 이용한 지역정보 유형화 프레임워크의 설계와 구현

  • 서교 (서울대학교 조경.지역시스템공학부, 서울대학교 농업생명과학연구원) ;
  • 김태곤 (서울대학교 생태조경.지역시스템공학부 대학원) ;
  • 이지민 (서울대학교) ;
  • 이정재 (서울대학교 조경.지역시스템공학부, 서울대학교 농업생명과학연구원)
  • Received : 2011.03.22
  • Accepted : 2012.01.09
  • Published : 2012.01.31

Abstract

For planning and developing rural regions, it is very important to understand and utilize regional characteristics including social, demographic, and economic aspects. The purpose of this study is to find effective analysis techniques and provide a procedure design for mining regional characteristics in South Korea through reviewing and analyzing 41 related studies. The engaged research methods can be classified into five categories (PCA+CA, PCA, CA, GIS, and PCA+GIS) with the combination of three methodologies: principal component analysis (PCA), cluster analysis (CA), and geographical information system (GIS). The combination of PCA and CA occupied about 40 % of research methods used in related studies. The analysis tool of Korean Rural Information Supporting System (KRISS) is designed based on the outcomes of this study and applied to classify the regional capacity of agriculture using agricultural census data (2000) for evaluating its applicability.

Keywords

References

  1. Aldenderfer, M. S. and R. K. Blashfield, 1984. Cluster Analysis. Sage Publications.
  2. Ceccato, V. and L. O. Persson, 2002. Dynamics of rural areas: an assessment of clusters of employment in Sweden. Journal of Rural Studies 18: 49-63. https://doi.org/10.1016/S0743-0167(01)00028-6
  3. Choi, S. M. and C. K. Koh, 1986. Extraction of standard Rural Area for Design of Rural Settlement System in Reclaimed Land. Journal of the Korean Society of Agricultural Engineers 28(2): 53-62. (in Korean)
  4. Choi, Y. J. and J. H. Hong, 2004. Classification of Urban-Rural Consolidated Cities and Urban Competitiveness. The Summer Conference of Korean Association for Local Government Studies 989-1013. (in Korean)
  5. Chung, H.-W., B.-T. Park, S.-J. Kim, J.-Y. Choi, 1995. A study on Rural land use planning technique ( I )-Sub-regional analysis by Principal component analysis-. The Journal of Korean Society of Rural Planning 1(2): 33-42. (in Korean)
  6. Dauh, S. W., 2000. Quality of Life of Urban-Rural Consolidated Cities according to Land Use. Winter Conference of Korean Association for Public Administration 529-556. (in Korean)
  7. Dunteman, G. H., 1989. Principal Components Analysis. Sage Publications. 15-23; 48-50.
  8. Hervada-Sala, C. and E. Jarauta-Bragulat, 2004. A program to perform Ward's clustering method on several regionalized variables. Computers and Geosciences 30: 881-886. https://doi.org/10.1016/j.cageo.2004.07.003
  9. Hong, G. D., 1990. A Study on the Spatial Analysis and Classification of the Pattern of Tourim Resources in Chonnam Province. Journal of the Korean Association of Professional Geographers 15: 85-109. (in Korean)
  10. Hong, S. G., M. C. Seo, P. K. Jung, Y. K. Sonn, K. L. Park, K. K. Kang, 2006. Analysis of Landscape According to Land Use at Rural Area in Korea Using GIS Application. Korean J. Soil Sci. Fert. 39(1): 1-7. (in Korean)
  11. Hwang, T. J., 1994. A study on Area Setting of Rural Community. The Journal of Koran-International Society of Community Development 4: 2-24.
  12. Jang, T.-J., 1998. A study on the special characteristics based on the typical classification of the rural areas. The Journal of Architectural Institute of Korea 14(4): 69-80. (in Korean)
  13. Jeon, Y.-G., 1997. A study on planning unit for rural development programs considering regional characteristics. The Journal of Korean Society of Rural Planning 3(1): 41-53. (in Korean)
  14. Jeon, Y.-G. and S.-H. Ryu, 1998. An Approach on the Spatial Boundary of Rural Development Project by Areal Classification Technique. Korean Society of Rural Planning 4(2): 128-137. (in Korean)
  15. Jeong, A. S. and D. H. Lee, 1988. The Classification of Rural Areas by Multivariate Analysis Methods. The Journal of Korea Agricultural Economics association 29: 25-42. (in Korean)
  16. Jyoung, S.-Y., 2004. A study on the characteristics by the type of regions in Korea. Korean Journal of Real Estate Analysts Association 8(1). (in Korean)
  17. Kaiser, H. F., 1958. The varimax criterion for analytic rotation in factor analysis. Psychometrika 23: 187-200. https://doi.org/10.1007/BF02289233
  18. Kim, C. S., 1990. Regional Classification on the Combination of Enterprises in Farm Sector: A Case of Kyung - Book Area. The Journal of Korea Agricultural Economics association 31: 119-142. (in Korean)
  19. Kim, H. K., 1985. Classification of Small Town for Rural Revitalization. Environmental Researches of Seoul National University 23: 26-49. (in Korean)
  20. Kim, H. Y., S. h. Rhee, H. J. Lee, W. J. Jeon, R. P. Chung, H. S. Cho, Y. G. Jeon. 1993. Development of Rural Settlement Planning Model Through Engineering and Agricultural Approach( III) -Anayslis of Land Use Planning-. The Journal of Korean Society of Agricultural Engineers 35(3): 33-42. (in Korean)
  21. Kim, J.-S. and S.-H. Lee, 1995. A study on the classification of the rural region of Miryang Si, Researches of Dong-A University 20: 241-253. (in Korean)
  22. Kim, Y. H. and K. R. Kim, 2001. A Study on Classification of Yanbian Agriculture. The Korean Journal of Cooperative Studies 19: 115-136. (in Korean)
  23. Kwon, J. A., D. K. Lee, J. Y. Choi, 2001. A Study on the Planning for the Environmentally Friendly Rural Comunity -Based on the Assessment of Moonhwa Villages-. Journal of the Korea Planners association 36(2): 33-43. (in Korean)
  24. Kwon, Y. W., 1985. A Literature Review on the Definitions and Typologies of the Suburbs. Journal of the Korean Association of Professional Geographers 10: 37-48. (in Korean)
  25. Lee, I. B. and J. T. Yeo, 1998. The Typologic Study of Historic and Cultural Resources for the Tourism Development; The Case of Southern Chungchung Province. The Journal of Tourism Science 22(2): 64- 70. (in Korean)
  26. Lee, J. H., 1987. Classification of Rural areas in Korea, Korea Rural Economic Review 10(4): 141-159. (in Korean)
  27. Lee, J.-S., 2002. A study on the classification of regional pattern by cluster analysis utilizing factor scores. The Journal of Korea Planners association 37(4): 191-199. (in Korean)
  28. Lee, J. S. and G. B. Han, 1996. A study on the Distribution of Public Price of Land and its Regional Types. Korea Planners association 31(6): 6053-6066. (in Korean)
  29. Lee, S. G., 1992. Relation of the Regional Policies and Classification of Daegu and Gyeongbuk. The Research of Saemaul and Regional Development Institute 13: 119-151. (in Korean)
  30. Lee, S. H., 1995. Classification of Rural Area by Maul. Korea Agricultural Economics association 36(2): 2129-2143. (in Korean)
  31. Lee, S. J. and K. S. Han. 2002. A Study on the Development Selection Criteria of Hilly/Mountainous and Less-Favored Areas. Rural Planning 8(3): 25-32. (in Korean)
  32. Lee, S. K., K. U. Lim, Y. H. Keel, 1995. The Classification of Regional Pattern in the Korea. Journal of the Korean Association of Professional Geographers 25: 105-124. (in Korean)
  33. Lee, S. Y., E. J. Kim, Y. Kim, 2005. A Study on Classification of Rural Areas for Selection of Less-Favored Area. Korean Journal of Agricultural Management and Policy 32(3). (in Korean)
  34. Lee, S. Y., S. Y. Han, S. H. An, J. S. Oh, M. H. Jo, M. S. Kim, 2001. Research Articles : Regional Analysis of Forest Fire Occurrence Factors in Kangwon Province. The Journal of Korean Society of Agricultural and Forest Meteorology 3(3): 135-142. (in Korean)
  35. Lee, W. S., 2003. A Study on the Regional Classification for the Differentiation of National Assistance. The Korea Spatial Planning Review 36: 19-35. (in Korean)
  36. Lim, H. M., 1999. A Study on the Relationships between local Politics and Administration. The Korean Association for Policy Studies 8(3): 49-78. (in Korean)
  37. Liu, X., X. Chen, W. Wu, and Y. Zhang, 2006. Process control based on principal component analysis for maize drying. Food Control 17: 894-899. https://doi.org/10.1016/j.foodcont.2005.06.008
  38. MapServer Homepage, 2010. Available at: mapserver. gis.umn.edu. Accessed 7 April 2010.
  39. Oh, K. S., W. K. Lee, Y. W. Jung, 1993. A G1S Approach towards the Evaluation of the Quality of the Urban Residential Environment and to Zoning for Management. The Journal of GIS Association of Korea 4(2) : 121-130. (in Korean)
  40. Park, C. G. and S. W. Dauh, 2000. A study on the Classification of the Urban - Rural Consolidated Cities according to their Land Use Characteristics. The Journal of Korea Urban Management Association 13(2): 145- 66. (in Korean)
  41. Park, K. and Y. Lee, 2001. A Study on the Statistical GIS for Regional. The Journal of Korean Society of GIS 9(2): 239-261. (in Korean)
  42. Shon, C. H. and Y. C. Youn, 1997. Classification of Mountain - Village Areas by the Site Characteristics. The Journal of Korean Forest Society 86(1): 46-55. (in Korean)
  43. Song, D.-B. and N.-H. Oh, 2001. The classification and characteristic analysis of rural communities in Chungnam Province. The Journal of Korean Regional Development Association 13(3): 107-120. (in Korean)
  44. Suh, K., J. M. Lee, N. S. Jeong, S. J. Jo, J. J. Lee, H. J. Kim, 2003. Research Paper: Evaluation Index of Rural Development for Producing Potential Value of Rural Regions on a Commercial Scale. The Journal of Korean Society of Rural Planning 9(1): 47-53. (in Korean)
  45. Synn, H.-C., 1984. Community Characteristics and the Types of Power Structure in Rural Korea. Researches of Je-Ju University: 423-447. (in Korean)
  46. Thurstone, L. L., 1931. Multiple Factor Analysis. Psychological Review 38: 406-427. https://doi.org/10.1037/h0069792
  47. Yim, S. H., 2005. An Analysis of Regional Types of Rural Areas. The Journal of Korea Regional Geography 11(2): 211-232. (in Korean)
  48. Yoon, S. S. and H. G. Joo, 2005. Research Paper : A Classification of Regional Pattern Analysis for the Planning in Chungbuk using Multivariate Analysis. The Journal of Korean Society of Rural Planning 11(2): (in Korean)
  49. Yun, S. S. and D. S. Yun, 2003. Estimation of Area Type for Long-Range Spatial Planning. The Journal of Korea Planners association 38(6). (in Korean)

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