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Volumn , Issue , 2012, Pages 376-381

Multiclass SVM with ramp loss for imbalanced data classification

Author keywords

Imbalanced data; Multiclass classification; Ramploss; SVM

Indexed keywords

CLASS IMBALANCE; CLASSIFICATION PERFORMANCE; IMBALANCED DATA; IMBALANCED DATASET; MULTI-CLASS CLASSIFICATION; POOR PERFORMANCE; RAMPLOSS; SVM;

EID: 84875016228     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/GrC.2012.6468599     Document Type: Conference Paper
Times cited : (15)

References (23)
  • 2
    • 77956023732 scopus 로고    scopus 로고
    • Combating the small sample class imbalance problem using feature selection
    • M. Wasikowski and X.-w. Chen, "Combating the small sample class imbalance problem using feature selection, "Knowledge and Data Engineering, IEEE Transactions on, vol. 22, pp. 1388-1400, 2010.
    • (2010) Knowledge and Data Engineering IEEE Transactions on , vol.22 , pp. 1388-1400
    • Wasikowski, M.1    Chen, X.-W.2
  • 3
  • 5
    • 27144549260 scopus 로고    scopus 로고
    • Editorial: Special issue on learning from imbalanced data sets
    • N. V. Chawla and N. Japkowicz, "Editorial: Special Issue on Learning from Imbalanced Data Sets, "SIGKDD Explorations, 2004.
    • (2004) SIGKDD Explorations
    • Chawla, N.V.1    Japkowicz, N.2
  • 6
    • 0035789256 scopus 로고    scopus 로고
    • Magical thinking in data mining: Lessons from CoIL challenge 2000
    • C. Elkan, "Magical thinking in data mining: Lessons from CoIL challenge 2000, "in In Knowledge Discovery and Data Mining, 2001, pp. 426-431.
    • (2001) Knowledge Discovery and Data Mining , pp. 426-431
    • Elkan, C.1
  • 7
    • 77955034751 scopus 로고    scopus 로고
    • On multi-Class cost-sensitive learning
    • Jul.
    • Z.-H. Zhou and X.-Y. Liu, "On multi-Class cost-sensitive learning, "Computational Intelligence, vol. 26, pp. 232-257, Jul. 2010.
    • (2010) Computational Intelligence , vol.26 , pp. 232-257
    • Zhou, Z.-H.1    Liu, X.-Y.2
  • 8
    • 33747350759 scopus 로고    scopus 로고
    • Considering cost asymmetry in learning classifiers
    • F. R. Bach, D. Heckerman, and E. Horvitz, "Considering cost asymmetry in learning classifiers, "J. Mach. Learn. Res., pp. 1713-1741, 2006.
    • (2006) J. Mach. Learn. Res. , pp. 1713-1741
    • Bach, F.R.1    Heckerman, D.2    Horvitz, E.3
  • 10
    • 79960663568 scopus 로고    scopus 로고
    • Maximum margin one class support vector machines for multiclass problems
    • M. Tohme and R. Lengelle, "Maximum margin one class support vector machines for multiclass problems, "Pattern Recognition Letters, 2011.
    • (2011) Pattern Recognition Letters
    • Tohme, M.1    Lengelle, R.2
  • 12
    • 57649136313 scopus 로고    scopus 로고
    • Volume under the ROC surface for multi-Class problems. exact computation and evaluation of approximations
    • C. Ferri, J. Hernndez-orallo, and M. Salido, "Volume under the ROC surface for multi-Class problems. exact computation and evaluation of approximations, "in Proc. of 14th European Conference on Machine Learning, 2003, pp. 108-120.
    • (2003) Proc. of 14th European Conference on Machine Learning , pp. 108-120
    • Ferri, C.1    Hernndez-Orallo, J.2    Salido, M.3
  • 13
    • 0003562954 scopus 로고    scopus 로고
    • A simple generalisation of the area under the ROC curve for multiple class classification problems
    • D. J. Hand and R. J. Till, "A simple generalisation of the area under the ROC curve for multiple class classification problems, "Mach. Learn., vol. 45, pp. 171-186, 2001.
    • (2001) Mach. Learn. , vol.45 , pp. 171-186
    • Hand, D.J.1    Till, R.J.2
  • 20
    • 35348869458 scopus 로고    scopus 로고
    • Robust truncated-hinge-Ioss support vector machines
    • Y. Wu and Y. Liu, "Robust truncated-hinge-Ioss support vector machines, "JASA, 2007.
    • (2007) JASA
    • Wu, Y.1    Liu, Y.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.