메뉴 건너뛰기




Volumn 21, Issue 1-2, 2011, Pages 217-248

A data mining approach to guide students through the enrollment process based on academic performance

Author keywords

Data mining; Enrollment process; Machine learning; Predictive accuracy; Recommender systems; Supervised classification

Indexed keywords

ACADEMIC PERFORMANCE; APPLICATION DOMAINS; CRISP-DM; EDUCATION MANAGEMENT; ENROLLMENT PROCESS; K-NEAREST NEIGHBORS; LEARNING ENGINE; MACHINE-LEARNING; PREDICTIVE ACCURACY; STUDENT PERFORMANCE; SUPERVISED CLASSIFICATION; SYNTHETIC ATTRIBUTES;

EID: 79955843738     PISSN: 09241868     EISSN: 15731391     Source Type: Journal    
DOI: 10.1007/s11257-011-9098-4     Document Type: Article
Times cited : (48)

References (34)
  • 2
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • L. Breiman 1996 Bagging predictors Mach. Learn. 24 2 123 140 0858.68080 1425957 (Pubitemid 126724382)
    • (1996) Machine Learning , vol.24 , Issue.2 , pp. 123-140
    • Breiman, L.1
  • 7
    • 36248938087 scopus 로고    scopus 로고
    • Building profitable customer relationships with data mining
    • Two Crows Corporation
    • Edelstein, H.: Building profitable customer relationships with data mining. In: SPSS White Paper-Executive Briefing, pp. 1-13. Two Crows Corporation (2000)
    • (2000) SPSS White Paper-Executive Briefing , pp. 1-13
    • Edelstein, H.E.1
  • 8
    • 0000887162 scopus 로고
    • Choice of the smoothing parameter and efficiency of K-nearest neighbor classification
    • 10.1016/0898-1221(86)90076-3 0606.62060
    • G. Enas S. Choi 1986 Choice of the smoothing parameter and efficiency of K-nearest neighbor classification Comput. Math. Appl. 12 235 244 10.1016/0898-1221(86)90076-3 0606.62060
    • (1986) Comput. Math. Appl. , vol.12 , pp. 235-244
    • Enas, G.1    Choi, S.2
  • 10
    • 15944417104 scopus 로고    scopus 로고
    • Mining the biomedical literature using semantic analysis
    • 10.1016/S1478-5382(03)02330-8
    • R. Feldman 2003 Mining the biomedical literature using semantic analysis Biosilico 1 2 69 80 10.1016/S1478-5382(03)02330-8
    • (2003) Biosilico , vol.1 , Issue.2 , pp. 69-80
    • Feldman, R.1
  • 16
    • 14544272532 scopus 로고    scopus 로고
    • Data mining and knowledge management: A system analysis for establishing a Tiered Knowledge Management Model (TKMM)
    • Luan, J.: Data mining and knowledge management: a system analysis for establishing a Tiered Knowledge Management Model (TKMM). In: Proceedings of AIR Forum, Toronto, Canada (2001)
    • (2001) Proceedings of AIR Forum, Toronto, Canada
    • Luan, J.1
  • 17
    • 67650401804 scopus 로고    scopus 로고
    • Data mining and knowledge management in higher education-potential applications
    • Toronto, Canada
    • Luan, J.: Data mining and knowledge management in higher education-potential applications. In: Proceedings of AIR Forum, Toronto, Canada, pp. 1-18 (2002a)
    • (2002) Proceedings of AIR Forum , pp. 1-18
    • Luan, J.1
  • 18
    • 14544299802 scopus 로고    scopus 로고
    • Data Mining Application in Higher Education
    • Luan, J.: Data Mining Application in Higher Education. SPSS Executive Report, pp. 1-8 (2002b)
    • (2002) SPSS Executive Report , pp. 1-8
    • Luan, J.1
  • 20
    • 79952785777 scopus 로고
    • An empirical comparison of pruning methods for decision tree induction
    • 10.1023/A:1022604100933
    • J. Mingers 1989 An empirical comparison of pruning methods for decision tree induction Mach. Learn. 4 2 227 243 10.1023/A:1022604100933
    • (1989) Mach. Learn. , vol.4 , Issue.2 , pp. 227-243
    • Mingers, J.1
  • 21
    • 0004255908 scopus 로고    scopus 로고
    • 1 McGraw-Hill Boston 0913.68167
    • Mitchell T.: Machine Learning. 1st edn. McGraw-Hill, Boston (1997)
    • (1997) Machine Learning
    • Mitchell, T.1
  • 22
    • 0003805521 scopus 로고    scopus 로고
    • Web Mining: Pattern Discovery from World Wide Web Transactions
    • Department of Computer Science, University of Minnesota
    • Mobasher, B., Jain, N., Han, E., Srivastava, J.: Web Mining: Pattern Discovery from World Wide Web Transactions. Technical Report TR96-OS0. Department of Computer Science, University of Minnesota (1996)
    • (1996) Technical Report TR96-OS0
    • Mobasher, B.1    Jain, N.2    Han, E.3    Srivastava, J.4
  • 24
    • 0023417432 scopus 로고
    • Simplifying decision trees
    • 10.1016/S0020-7373(87)80053-6
    • R. Quinlan 1987 Simplifying decision trees Int. J. Man-Mach. Stud. 27 221 234 10.1016/S0020-7373(87)80053-6
    • (1987) Int. J. Man-Mach. Stud. , vol.27 , pp. 221-234
    • Quinlan, R.1
  • 26
    • 79955810892 scopus 로고    scopus 로고
    • A CHAID based performance prediction model in educational data mining
    • M. Ramaswami R. Bhaskaran 2010 A CHAID based performance prediction model in educational data mining Int. J. Comput. Sci. Issues (IJCSI) 7 1 10 18
    • (2010) Int. J. Comput. Sci. Issues (IJCSI) , vol.7 , Issue.1 , pp. 10-18
    • Ramaswami, M.1    Bhaskaran, R.2
  • 28
    • 77958153220 scopus 로고    scopus 로고
    • Educational data mining: A review of the state-of-the-art
    • 10.1109/TSMCC.2010.2053532
    • C. Romero S. Ventura 2010 Educational data mining: a review of the state-of-the-art IEEE Trans. Syst. Man Cybern. C Appl. Rev. 40 6 601 618 10.1109/TSMCC.2010.2053532
    • (2010) IEEE Trans. Syst. Man Cybern. C Appl. Rev. , vol.40 , Issue.6 , pp. 601-618
    • Romero, C.1    Ventura, S.2
  • 29
    • 38349058692 scopus 로고    scopus 로고
    • The application of data-mining to recommender systems
    • Idea Group Reference, Hershey, PA
    • Schafer, J.B.: The application of data-mining to recommender systems. In: Encyclopedia of Data Warehousing and Mining, vol. 1, pp. 44-48. Idea Group Reference, Hershey, PA (2005)
    • (2005) Encyclopedia of Data Warehousing and Mining , vol.1 , pp. 44-48
    • Schafer, J.B.1
  • 32
    • 14544287011 scopus 로고    scopus 로고
    • Department of Computer Engineering, Faculty of Engineering, Kasetsart University, Bangkok
    • Waiyamai, K.: Improving Quality of Graduate Students by Data Mining. Department of Computer Engineering, Faculty of Engineering, Kasetsart University, Bangkok (2003)
    • (2003) Improving Quality of Graduate Students by Data Mining
    • Waiyamai, K.1
  • 33
    • 37549018049 scopus 로고    scopus 로고
    • Top ten algorithms in data mining
    • 10.1007/s10115-007-0114-2
    • X. Wu, et al. 2008 Top ten algorithms in data mining Knowl. Inform. Syst. 14 1 1 37 10.1007/s10115-007-0114-2
    • (2008) Knowl. Inform. Syst. , vol.14 , Issue.1 , pp. 1-37
    • Wu, X.1
  • 34


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.