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Volumn 8669 LNCS, Issue , 2014, Pages 1-9

MLeNN: A first approach to heuristic multilabel undersampling

Author keywords

ENN; Imbalanced Learning; Multilabel Classification; Resampling

Indexed keywords

ALGORITHMS; CLASSIFICATION (OF INFORMATION);

EID: 84958553194     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-319-10840-7_1     Document Type: Conference Paper
Times cited : (57)

References (12)
  • 2
    • 84862027781 scopus 로고    scopus 로고
    • Imbalanced multi-modal multi-label learning for subcellular localization prediction of human proteins with both single and multiple sites
    • He, J., Gu, H., Liu,W.: Imbalanced multi-modal multi-label learning for subcellular localization prediction of human proteins with both single and multiple sites. PloS One 7(6), 7155 (2012)
    • (2012) PloS One , vol.7 , Issue.6 , pp. 7155
    • He, J.1    Gu, H.2    Liu, W.3
  • 3
    • 84884913245 scopus 로고    scopus 로고
    • A first approach to deal with imbalance in multi-label datasets
    • Pan, J.-S., Polycarpou, M.M., Woizniak, M., de Carvalho, A.C.P.L.F., Quintiian, H., Corchado, E. (eds Springer, Heidelberg LNCS
    • Charte, F., Rivera, A., del Jesus, M.J., Herrera, F.: A first approach to deal with imbalance in multi-label datasets. In: Pan, J.-S., Polycarpou, M.M., Woizniak, M., de Carvalho, A.C.P.L.F., Quintiian, H., Corchado, E. (eds.) HAIS 2013. LNCS, vol. 8073, pp. 150-160. Springer, Heidelberg (2013)
    • (2013) HAIS 2013 , vol.8073 , pp. 150-160
    • Charte, F.1    Rivera, A.2    Del Jesus, M.J.3    Herrera, F.4
  • 4
    • 0015361129 scopus 로고
    • Asymptotic properties of nearest neighbor rules using edited data
    • Wilson, D.L.: Asymptotic properties of nearest neighbor rules using edited data. IEEE Trans. on SMC-2(3), 408-421 (1972)
    • (1972) IEEE Trans. on SMC , vol.2 , Issue.3 , pp. 408-421
    • Wilson, D.L.1
  • 7
    • 84855780778 scopus 로고    scopus 로고
    • Multilabel classification using heterogeneous ensemble of multi-label classifiers
    • Tahir, M.A., Kittler, J., Bouridane, A.: Multilabel classification using heterogeneous ensemble of multi-label classifiers. Pattern Recognit. Lett. 33(5), 513-523 (2012)
    • (2012) Pattern Recognit. Lett , vol.33 , Issue.5 , pp. 513-523
    • Tahir, M.A.1    Kittler, J.2    Bouridane, A.3
  • 8
    • 80052394779 scopus 로고    scopus 로고
    • On the effectiveness of preprocessing methods when dealing with different levels of class imbalance
    • Garcia, V., Sianchez, J., Mollineda, R.: On the effectiveness of preprocessing methods when dealing with different levels of class imbalance. Knowl. Based Systems 25(1), 13-21 (2012)
    • (2012) Knowl. Based Systems , vol.25 , Issue.1 , pp. 13-21
    • Garcia, V.1    Sianchez, J.2    Mollineda, R.3
  • 10
    • 7444230008 scopus 로고    scopus 로고
    • Discriminative methods for multi-labeled classification
    • Dai, H., Srikant, R., Zhang, C. (eds LNCS (LNAI Springer, Heidelberg
    • Godbole, S., Sarawagi, S.: Discriminative Methods for Multi-labeled Classification. In: Dai, H., Srikant, R., Zhang, C. (eds.) PAKDD 2004. LNCS (LNAI), vol. 3056, pp. 22-30. Springer, Heidelberg (2004)
    • (2004) PAKDD 2004 , vol.3056 , pp. 22-30
    • Godbole, S.1    Sarawagi, S.2
  • 11
  • 12
    • 38049123909 scopus 로고    scopus 로고
    • Random k-labelsets: An ensemble method for multilabel classification
    • Kok, J.N., Koronacki, J., Lopez de Mantaras, R., Matwin, S., Mladenic, D., Skowron, A. (eds.) Springer, Heidelberg . LNCS (LNAI)
    • Tsoumakas, G., Vlahavas, I.: Random k-labelsets: An ensemble method for multilabel classification. In: Kok, J.N., Koronacki, J., Lopez de Mantaras, R., Matwin, S., Mladenic, D., Skowron, A. (eds.) ECML 2007. LNCS (LNAI), vol. 4701, pp. 406-417. Springer, Heidelberg (2007)
    • (2007) ECML 2007 , vol.4701 , pp. 406-417
    • Tsoumakas, G.1    Vlahavas, I.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.