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Volumn , Issue , 2007, Pages 43-48

Facing imbalanced classes through aggregation of classifiers

Author keywords

[No Author keywords available]

Indexed keywords

DATA DISTRIBUTIONS; DIGITAL MAMMOGRAMS; MICROCALCIFICATIONS; MULTIPLE CLASSIFIER SYSTEMS; OVER SAMPLINGS; PREDICTION ACCURACIES; REAL WORLDS; TRAINED CLASSIFIERS; TRAINING SETS; UNDER SAMPLINGS; UNDERFILLING;

EID: 48149083773     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIAP.2007.4362755     Document Type: Conference Paper
Times cited : (34)

References (18)
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    • Chawla, N.V.1    Japkowicz, N.2    Kotcz3
  • 2
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    • Minority report in fraud detection: Classification of skewed data
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    • Phua, C., Alahakoon, D., and Lee, "Minority report in fraud detection: classification of skewed data." SIGKDD Exploration Newsletter, ACM, Jun. 2004, Vol. 6 Issue 1, pp. 50-59.
    • (2004) SIGKDD Exploration Newsletter , vol.6 , Issue.1 , pp. 50-59
    • Phua, C.1    Alahakoon, D.2    Lee3
  • 4
    • 0031998121 scopus 로고    scopus 로고
    • Machine Learning for the Detection of Oil Spills in Satellite Radar Images
    • M. Kubat, R. Holte, and S. Matwin. "Machine Learning for the Detection of Oil Spills in Satellite Radar Images." Machine Learning, 1998, Vol. 30 Issue 2-3, pp. 195-215.
    • (1998) Machine Learning , vol.30 , Issue.2-3 , pp. 195-215
    • Kubat, M.1    Holte, R.2    Matwin, S.3
  • 5
    • 48149113598 scopus 로고    scopus 로고
    • M. D. Del Castillo, and J. Serrano, A multistrategy approach for digital text categorization from imbalanced documents., SIGKDD Explorations Newsletter, ACM Press, Jun. 2004, 6 Issuel, pp. 70-79.
    • M. D. Del Castillo, and J. Serrano, "A multistrategy approach for digital text categorization from imbalanced documents.", SIGKDD Explorations Newsletter, ACM Press, Jun. 2004, Vol. 6 Issuel, pp. 70-79.
  • 7
    • 48149090878 scopus 로고    scopus 로고
    • UCI Repository of Machine Learning Databases. University California at Irvine, Department of Information and Computer
    • P.M. Murphy, and D. W. Aha. "UCI Repository of Machine Learning Databases." University California at Irvine, Department of Information and Computer Science.
    • Science
    • Murphy, P.M.1    Aha, D.W.2
  • 8
    • 20844441675 scopus 로고    scopus 로고
    • KBA: Kernel Boundary Alignment Considering Imbalanced Distribution
    • June
    • G. Wu, and E.Y. Chang, "KBA: Kernel Boundary Alignment Considering Imbalanced Distribution", IEEE Transactions on Knowledge and Data Engineering, June 2005, Vol. 17, Issue 6, pp. 786-795.
    • (2005) IEEE Transactions on Knowledge and Data Engineering , vol.17 , Issue.6 , pp. 786-795
    • Wu, G.1    Chang, E.Y.2
  • 11
    • 33750338026 scopus 로고    scopus 로고
    • J. Xie, and Z. Qiu. The effect of imbalanced datasets on LDA: A theoretical and empirical analysis, Pattern Recognition, Elsevier Science Inc., Feb. 2007, 40, Issue 2, pp. 557-562.
    • J. Xie, and Z. Qiu. "The effect of imbalanced datasets on LDA: A theoretical and empirical analysis", Pattern Recognition, Elsevier Science Inc., Feb. 2007, Vol. 40, Issue 2, pp. 557-562.
  • 14
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    • Reducing the Overfitting of Adaboost by Controlling its Data Distribution Skewness
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    • Y. Sun, S. Todorovic and J. Li, "Reducing the Overfitting of Adaboost by Controlling its Data Distribution Skewness", International Journal of Pattern Recognition and Artificial Intelligence, World Scientific Publishing Company, Nov. 2006, Vol. 2, Issue. 7, pp 1093-1116.
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    • G. E. Batista, R. C. Prati, and M. C. Monard. A study of the behavior of several methods for balancing machine learning training data. SIGKDD Explorations Newsletter, ACM Press, Jun. 2004, 6, Issue 1, pp. 20-29.
    • G. E. Batista, R. C. Prati, and M. C. Monard. "A study of the behavior of several methods for balancing machine learning training data". SIGKDD Explorations Newsletter, ACM Press, Jun. 2004, Vol. 6, Issue 1, pp. 20-29.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.