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Volumn 9, Issue 6, 2010, Pages 300-306

A comparative study of Bagging, Boosting and C4.5: The recent improvements in decision tree learning algorithm

Author keywords

Bagging; Boosting; C4.5; Data mining; Decision tree; Decision tree induction; ID3

Indexed keywords


EID: 78649746673     PISSN: 16823915     EISSN: 19935994     Source Type: Journal    
DOI: 10.3923/ajit.2010.300.306     Document Type: Article
Times cited : (13)

References (8)
  • 3
    • 84983110889 scopus 로고
    • A decision-theoretic generalization of on-line learning and an application to boosting
    • March 1995, Murray Hill, New Jersey, USA
    • Freund, Y. andR.E. Schapire, 1995. A decision-theoretic generalization of on-line learning and an application to boosting. Proceedings of the 2nd European Conference on Computational Learning Theory, March 1995, Murray Hill, New Jersey, USA., pp: 23-37
    • (1995) Proceedings of the 2nd European Conference on Computational Learning Theory , pp. 23-37
    • Freund, Y.1    Schapire, R.E.2
  • 5
    • 0034274591 scopus 로고    scopus 로고
    • A comparison of prediction accuracy, complexity and training time of thirty-tree old and new classification algorithms
    • Lim, T.S., W. Y. Loh and Y.S. Shih, 2000. A comparison of prediction accuracy, complexity and training time of thirty-tree old and new classification algorithms. Machine Learn., 40: 203-228
    • (2000) Machine Learn , vol.40 , pp. 203-228
    • Lim, T.S.1    Loh, W.Y.2    Shih, Y.S.3
  • 6
    • 33744584654 scopus 로고
    • Induction of decision trees
    • Quinlan, J.R., 1986. Induction of decision trees. Machine Learn., 1: 81-106
    • (1986) Machine Learn , vol.1 , pp. 81-106
    • Quinlan, J.R.1
  • 7
    • 0003500248 scopus 로고
    • Morgan Kaufmann Publisher Inc., San Francisco, CA. USA., ISBN: 1-55860-238-0
    • Quinlan, R.J., 1993. C4.5: Programs for Machine Learning. Morgan Kaufmann Publisher Inc., San Francisco, CA. USA., ISBN: 1-55860-238-0
    • (1993) C4.5: Programs for Machine Learning
    • Quinlan, R.J.1
  • 8
    • 0036509729 scopus 로고    scopus 로고
    • Efficient C4.5. IEEE Trans
    • Ruggieri, S., 2002. Efficient C4.5. IEEE Trans. Knowledge Data Eng., 14: 438-444.
    • (2002) Knowledge Data Eng. , vol.14 , pp. 438-444
    • Ruggieri, S.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.