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Volumn , Issue , 2012, Pages 817-820

Imbalanced data classification using random subspace method and SMOTE

Author keywords

Bagging; Boosting; Class imbalance; Multi classifier ensemble; RSM; SMOTE

Indexed keywords

BAGGING; BOOSTING; CLASS IMBALANCE; MULTI-CLASSIFIER; RSM; SMOTE;

EID: 84877816030     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/SCIS-ISIS.2012.6505155     Document Type: Conference Paper
Times cited : (9)

References (17)
  • 3
  • 7
    • 33745855879 scopus 로고    scopus 로고
    • Many are better than one: Improving probabilistic estimates from decision trees
    • N. V. Chawla, Many are better than one: Improving probabilistic estimates from decision trees. In Machine Learning Challenges. pp. 41-55, 2006.
    • (2006) Machine Learning Challenges , pp. 41-55
    • Chawla, N.V.1
  • 8
    • 84864389608 scopus 로고    scopus 로고
    • Efficient weighted voting random subspace support vector machine for high-dimensional classification
    • H. Y. Huang, Y. W. Cheng, Efficient Weighted Voting Random Subspace Support Vector Machine for High-Dimensional Classification. Adv. Sci. Lett. vol. 8, pp. 354-359, 2012.
    • (2012) Adv. Sci. Lett , vol.8 , pp. 354-359
    • Huang, H.Y.1    Cheng, Y.W.2
  • 9
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • L. Breiman,"Bagging predictors," Machine Learning, vol. 24, pp. 123-140, 1996.
    • (1996) Machine Learning , vol.24 , pp. 123-140
    • Breiman, L.1
  • 10
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • L. Breiman,"Random forests," Machine Learning, vol. 45, pp. 5-32, 2001.
    • (2001) Machine Learning , vol.45 , pp. 5-32
    • Breiman, L.1
  • 11
    • 0031211090 scopus 로고    scopus 로고
    • A decision-theoretic generalization of online learning and an application to boosting
    • Y. Freund, R. E. Schapire,"A decision-theoretic generalization of online learning and an application to boosting," J. Comput. Syst. Sci. vol. 55, 119-139, 1997.
    • (1997) J. Comput. Syst. Sci , vol.55 , pp. 119-139
    • Freund, Y.1    Schapire, R.E.2
  • 12
  • 13
    • 34547673383 scopus 로고    scopus 로고
    • Cost-sensitive boosting for classification of imbalanced data
    • Y. Sun, M. S. Kamela, A. K.C. Wong, Y. Wang, Cost-sensitive boosting for classification of imbalanced data. Pattern Recognition, vol. 40, pp. 3358-3378, 2007.
    • (2007) Pattern Recognition , vol.40 , pp. 3358-3378
    • Sun, Y.1    Kamela, M.S.2    Wong, A.K.C.3    Wang, Y.4
  • 14
    • 0032139235 scopus 로고    scopus 로고
    • The random subspace method for constructing decision forests
    • T. K. Ho,"The Random subspace method for constructing decision forests," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 20, pp. 832-844, 1998.
    • (1998) IEEE Trans. Pattern Analysis and Machine Intelligence , vol.20 , pp. 832-844
    • Ho, T.K.1
  • 15
    • 78649934709 scopus 로고    scopus 로고
    • Irvine, CA: University of California School of Information and Computer Science
    • Frank, A. & Asuncion, A, UCI Machine Learning Repository [http://archive.ics.uci.edu/ml]. Irvine, CA: University of California, School of Information and Computer Science.
    • Asuncion, A, UCI Machine Learning Repository
    • Frank, A.1
  • 16
    • 58349092517 scopus 로고    scopus 로고
    • Knowledge discovery on RFM model using Bernoulli sequence
    • I. C. Yeh, K. J. Yang, T. M. Ting,"Knowledge discovery on RFM model using Bernoulli sequence," Expert Systems with Applications, vol. 36(3), pp. 5866-5871, 2009.
    • (2009) Expert Systems with Applications , vol.36 , Issue.3 , pp. 5866-5871
    • Yeh, I.C.1    Yang, K.J.2    Ting, T.M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.