메뉴 건너뛰기




Volumn 39, Issue 8, 2012, Pages 6827-6837

Bagging schemes on the presence of class noise in classification

Author keywords

Classification noise; Ensemble decision trees; Imprecise Dirichlet model; Imprecise probabilities; Information based uncertainty measures

Indexed keywords

BAGGING APPROACH; CLASS LABELS; DATA SETS; ERROR DECOMPOSITION; EXPERIMENTAL STUDIES; IMPRECISE DIRICHLET MODEL; IMPRECISE PROBABILITIES; MISSING DATA; UNCERTAINTY MEASURES; VARIANCE ERROR;

EID: 84857650916     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2012.01.013     Document Type: Article
Times cited : (57)

References (27)
  • 1
    • 79960489276 scopus 로고    scopus 로고
    • Combining nonspecificity measures in Dempster-Shafer theory of evidence
    • J. Abellán Combining nonspecificity measures in Dempster-Shafer theory of evidence International Journal of General Systems 40 6 2011 611 622
    • (2011) International Journal of General Systems , vol.40 , Issue.6 , pp. 611-622
    • Abellán, J.1
  • 2
    • 33750896257 scopus 로고    scopus 로고
    • Uncertainty measures on probability intervals from Imprecise Dirichlet model
    • J. Abellán Uncertainty measures on probability intervals from Imprecise Dirichlet model International Journal of General Systems 35 5 2006 509 528
    • (2006) International Journal of General Systems , vol.35 , Issue.5 , pp. 509-528
    • Abellán, J.1
  • 4
    • 0344012554 scopus 로고    scopus 로고
    • Building classification trees using the total uncertainty criterion
    • J. Abellán, and S. Moral Building classification trees using the total uncertainty criterion International Journal of Intelligent Systems 18 12 2003 1215 1225
    • (2003) International Journal of Intelligent Systems , vol.18 , Issue.12 , pp. 1215-1225
    • Abellán, J.1    Moral, S.2
  • 6
    • 16344365463 scopus 로고    scopus 로고
    • Upper entropy of credal sets. Applications to credal classification
    • J. Abellán, and S. Moral Upper entropy of credal sets. Applications to credal classification International Journal of Approximate Reasoning 39 2-3 2005 235 255
    • (2005) International Journal of Approximate Reasoning , vol.39 , Issue.23 , pp. 235-255
    • Abellán, J.1    Moral, S.2
  • 8
    • 69049106630 scopus 로고    scopus 로고
    • An experimental study about simple decision trees for Bagging ensemble on datasets with classification noise
    • C. Sossai, G. Chemello, Springer
    • J. Abellán, and A.R. Masegosa An experimental study about simple decision trees for Bagging ensemble on datasets with classification noise C. Sossai, G. Chemello, ECSQARU of Lecture Notes in Computer Science Vol. 5590 2009 Springer 446 456
    • (2009) ECSQARU of Lecture Notes in Computer Science , vol.5590 , pp. 446-456
    • Abellán, J.1    Masegosa, A.R.2
  • 9
    • 55349102665 scopus 로고    scopus 로고
    • Requirements for total uncertainty measures in Dempster-Shafer theory of evidence
    • J. Abellán, and A.R. Masegosa Requirements for total uncertainty measures in Dempster-Shafer theory of evidence International Journal of General Systems 37 6 2008 733 747
    • (2008) International Journal of General Systems , vol.37 , Issue.6 , pp. 733-747
    • Abellán, J.1    Masegosa, A.R.2
  • 11
    • 16344368295 scopus 로고    scopus 로고
    • An introduction to the imprecise Dirichlet model for multinomial data
    • J.M. Bernard An introduction to the imprecise Dirichlet model for multinomial data International Journal of Approximate Reasoning 39 2005 123 150
    • (2005) International Journal of Approximate Reasoning , vol.39 , pp. 123-150
    • Bernard, J.M.1
  • 13
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • L. Breiman Bagging predictors Machine Learning 24 2 1996 123 140
    • (1996) Machine Learning , vol.24 , Issue.2 , pp. 123-140
    • Breiman, L.1
  • 14
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • L. Breiman Random forests Machine Learning 45 1 2001 5 32
    • (2001) Machine Learning , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 15
    • 29644438050 scopus 로고    scopus 로고
    • Statistical comparison of classifiers over multiple datasets
    • J. Demsar Statistical comparison of classifiers over multiple datasets Journal of Machine Learning Research 7 2006 1 30
    • (2006) Journal of Machine Learning Research , vol.7 , pp. 1-30
    • Demsar, J.1
  • 16
    • 0034250160 scopus 로고    scopus 로고
    • An experimental comparison of three methods for constructing ensembles of decision trees: Bagging, boosting, and randomization
    • T.G. Dietterich An experimental comparison of three methods for constructing ensembles of decision trees: Bagging, boosting, and randomization Machine Learning 40 2 2000 139 157
    • (2000) Machine Learning , vol.40 , Issue.2 , pp. 139-157
    • Dietterich, T.G.1
  • 22
    • 33744584654 scopus 로고
    • Induction of decision trees
    • J.R. Quinlan Induction of decision trees Machine Learning 1 1986 81 106
    • (1986) Machine Learning , vol.1 , pp. 81-106
    • Quinlan, J.R.1
  • 25
  • 27
    • 80855135228 scopus 로고    scopus 로고
    • Data mining: Practical machine learning tools and techniques
    • Morgan Kaufmann San Francisco
    • I.H. Witten, and E. Frank Data mining: Practical machine learning tools and techniques 2nd ed. 2005 Morgan Kaufmann San Francisco
    • (2005) 2nd Ed.
    • Witten, I.H.1    Frank, E.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.