메뉴 건너뛰기




Volumn 7, Issue 1, 2008, Pages 31-54

Data mining application in higher learning institutions

Author keywords

Association rule analysis; Classification; Clustering; Data mining; Decision tree; Explicit knowledge; Neural network classification; Neural network prediction; Prediction; Radial basis function

Indexed keywords


EID: 43849109171     PISSN: 16485831     EISSN: None     Source Type: Journal    
DOI: 10.15388/infedu.2008.03     Document Type: Article
Times cited : (64)

References (36)
  • 1
    • 85179868065 scopus 로고    scopus 로고
    • Agrawal, R.T. and Imielinski, A.S. (1993). Mining association rule between sets of item in large database. In Proc. of the ACM SIGMOD Conference on Management of Data, Washington, D.C., 207-216.
  • 2
    • 85179868667 scopus 로고    scopus 로고
    • Cave, M., Kogan, M. and Hanney, S. (1990). The scope and effects of performance measurement in British higher education. In F.J.R.C. Duchy, M.S.R. Segers and W.H.F.W. Wijnen (Eds), Management Information and Performance Indicators in Higher Education. Van Gorcum and Comp, B.V, Assen/Maastricht, 48-49.
  • 3
    • 85179866336 scopus 로고    scopus 로고
    • Chang, W.H.T. and Lee, Y.H. (2000). Telecommunications data mining for target marketing. Journal of Computers, 12(4), 60-74.
  • 4
    • 85179862568 scopus 로고    scopus 로고
    • Chapman, P., Clinton, J., Kerber, R., Khabaza, T., Reinartz., T., Shearer, C. and Wirth, R. (2000). CRISP-DM 1.0: Step-by-Step Data Mining Guide.
  • 5
    • 85179866253 scopus 로고    scopus 로고
    • Chen, M.S., Han, J. and Yu, P.S. (1996). Data mining: an overview from a database perspective. IEEE Transaction on Knowledge and Data Engineering.
  • 6
    • 85179869103 scopus 로고    scopus 로고
    • Delavari,N. and Beikzadeh, M.R.(2004).A new analysis model for data mining processes in higher educational systems. In MMU International Symposium on Information and Communications Technologies 2004 in Conjunction with the 5th National Conference on Telecommunication Technology 2004. Putrajaya, Malaysia.
  • 7
    • 85179863365 scopus 로고    scopus 로고
    • Delavari, N., Beikzadeh, M.R. and Shirazi, M.R.A. (2004). A new model for using data mining in higher educational system. In 5th International Conference on Information Technology Based Higher Education and Training: ITEHT '04. Istanbul, Turkey.
  • 8
    • 85179866400 scopus 로고    scopus 로고
    • Delavari, N., Beikzadeh, M.R. and Phon-Amnuaisuk, S. (2005). Application of enhanced analysis model for data mining processes in higher educational system. In 6th International Conference on Information Technology Based Higher Education and Training. Santo Domingo, Dominant Republic.
  • 9
    • 85179866263 scopus 로고    scopus 로고
    • Edelstein, H. (2000). Building profitable customer relationships with data mining. SPSS White Paper-Executive Briefing. Two Crows Corporation.
  • 10
    • 85179861037 scopus 로고    scopus 로고
    • Feldman, R. (2003). Mining the Biomedical Literature using Semantic Analysis and Neural Language Processing Techniques, a link analysis approaches. ClearForest Corporation. New York.
  • 11
    • 85179866293 scopus 로고    scopus 로고
    • Fielden, J., and Abercromby, K. (2000). UNESCO Higher Education Indicators Study: Accountability and International Co-operation in the Renewal of Higher Education. Georgia Professional Standards. UNESCO, Paris.
  • 12
    • 85179866431 scopus 로고    scopus 로고
    • Fitz-Gibbon, C.T. and Tymms, P. (2002). Technical and ethical issues in indicator systems: doing things right and doing wrong things. Education Policy Analysis Archives, 10.
  • 13
    • 85179863836 scopus 로고    scopus 로고
    • Gabrilson, S. (2003). Data Mining with CRCT Scores. Office of information technology, Geogia Department of Education.
  • 14
    • 85179866684 scopus 로고    scopus 로고
    • Han, J. and Kamber, M. (2001). Data Mining: Concepts and Techniques. Simon Fraser University, Morgan Kaufmann publishers.
  • 15
    • 85179863155 scopus 로고    scopus 로고
    • Han, J. (2002). How can data mining help bio-data analysis. In BIOKDD02: Workshop on Data Mining in Bioinformatics.
  • 16
    • 85179863313 scopus 로고    scopus 로고
    • Huffman, J.G. (1997). Estimates of root-mean-square random error for finite samples of estimated precipitation. Journal of Applied Meteorology, 36(9), Maryland.
  • 17
    • 85179861170 scopus 로고    scopus 로고
    • Johnstone, J.N. (1976). Indicators of the Performance of Educational Systems. UNESCO: International Institute for Educational Planning, Paris.
  • 18
    • 85179863316 scopus 로고    scopus 로고
    • Johnstone, J.N. (1981). Indicators of Education Systems. Paris.
  • 19
    • 85179864809 scopus 로고    scopus 로고
    • Lee, S., Cho, S. and Wong, M.P. (1998). Rainfall prediction using artificial neural networks. Journal of Geographic Information and Decision Analysis, 2(2), 233-244.
  • 20
    • 85179863306 scopus 로고    scopus 로고
    • Luan, J. (2001). Data mining and knowledge management, a system analysis for establishing a tiered knowledge management model (TKMM). In Proceedings of Air Forum, Toronto, Canada.
  • 21
    • 85179866213 scopus 로고    scopus 로고
    • Luan, J. (2002a). Data mining and knowledge management in higher education - potential applications. In Proceedings of AIR Forum, Toronto, Canada.
  • 22
    • 85179862727 scopus 로고    scopus 로고
    • Luan, J. (2002b). Data Mining Application in Higher Education. SPSS Executive Report.
  • 23
    • 85179871011 scopus 로고    scopus 로고
    • Luan, J., Zhao, C.M. and Hayek, J. (2004). Use data mining techniques to develop institutional typologies for NSSE. National Survey of Student Engagement.
  • 24
    • 85179863693 scopus 로고    scopus 로고
    • Mehta, M., Agrawal, R. and Rissanen, J. (1996). SLIQ: A Fast Scalable Classifier for Data Mining. IBM Almaden Research Center.
  • 25
    • 85179863307 scopus 로고    scopus 로고
    • Oakes, J. (1986). Educational Indicators: A Guide for Policymakers. Center for Policy Research in Education, Rutgers University, New Brunswick.
  • 26
    • 85179864839 scopus 로고    scopus 로고
    • Scheerens, J. (1990). School effectiveness research and the development of process indicators of school functioning. School Effectiveness and School Improvement, 1, 61-80.
  • 27
    • 85179865563 scopus 로고    scopus 로고
    • Teh, Y.W., Mustaffa, K.M., Zaitun, A.B. and Lee (2002). Data mining in computer auditing. In Proceedings of the 2002 Informing Science, Cork, Ireland, June 19-21.
  • 28
    • 85179868708 scopus 로고    scopus 로고
    • Two Crows Corporation (1999). Introduction to Data Mining and Knowledge Discovery, third edition. U.S.A.
  • 29
    • 85179863221 scopus 로고    scopus 로고
    • UNESCO Nairobi Cluster (2006a). Analysis and Data Requirements of Core Indicators for Monitoring Educationfor All Goals. Kenya.
  • 30
    • 85179865296 scopus 로고    scopus 로고
    • UNESCO (2006b). National Education Sector Development Plan. A result-based planning handbook, January.
  • 31
    • 85179869762 scopus 로고    scopus 로고
    • Van Petegem, P, Vanhoof, J., Daems, F. and Mahieu, P. (2004). Benchmarking the quality of school education: enhancing the impact of indicators. Accepted for publication in Assessment in Education.
  • 32
    • 85179861940 scopus 로고    scopus 로고
    • Vlãsceanu, L., Grünberg, L. and Pâlea, D. (2004). Quality Assurance and Accreditation: A Glolwary of Basic Terms and Definitions. Bucharest, UNESCO-CEPES. Papers on higher education.
  • 33
    • 85179863517 scopus 로고    scopus 로고
    • Waiyamai, K. (2003). Improving Quality of Graduate Students by Data Mining. Kasetsart University, Bangkok, Thailand.
  • 34
    • 85179868465 scopus 로고    scopus 로고
    • Wako, T.N. (1988). Basic Indicators for Education Systems. A Manual of Methodology. Ministry of Education, Addis Ababa.
  • 35
    • 85179869912 scopus 로고    scopus 로고
    • Wako, T.N. (2003). Basic Indicators of Educational System's Performance, National Educational Statistics Information Systems. (NESIS)/UNESCO/ADEA, Harare, Zimbabawe.
  • 36
    • 85179861742 scopus 로고    scopus 로고
    • Yang, M., Goldstein, H., Rath, T. and Hill, N. (1999). The use of assessment data for school improvement purposes. Oxford Review of Education, 25, 469-483.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.