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Volumn 4756 LNCS, Issue , 2007, Pages 397-406

An empirical study of the behavior of classifiers on imbalanced and overlapped data sets

Author keywords

Classifiers; Imbalance; Overlapping; Performance measures

Indexed keywords

DATA STRUCTURES; LEARNING ALGORITHMS; MATHEMATICAL MODELS; REAL TIME SYSTEMS;

EID: 38449101377     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: None     Document Type: Conference Paper
Times cited : (106)

References (16)
  • 7
    • 0002106691 scopus 로고    scopus 로고
    • Metacost: A general method for making classifiers cost-sensitive
    • San Diego, CA, pp
    • Domingos, P.: Metacost: a general method for making classifiers cost-sensitive. In: Proc. 5th Intl. Conf. on Knowledge Discovery and Data Mining, San Diego, CA, pp. 155-164 (1999)
    • (1999) Proc. 5th Intl. Conf. on Knowledge Discovery and Data Mining , pp. 155-164
    • Domingos, P.1
  • 9
    • 0142174658 scopus 로고    scopus 로고
    • The class imbalance problem: A systematic study
    • Japkowicz, N., Stphen, S.: The class imbalance problem: a systematic study. Intelligent Data Analysis 6, 40-49 (2002)
    • (2002) Intelligent Data Analysis , vol.6 , pp. 40-49
    • Japkowicz, N.1    Stphen, S.2
  • 11
    • 0001972236 scopus 로고    scopus 로고
    • Adressing the curse of imbalanced training sets: One-sided selection
    • Nashville, USA, pp
    • Kubat, M., Matwin, S.: Adressing the curse of imbalanced training sets: one-sided selection. In: Proc. 14th Intl. Conf. on Machine Learning, Nashville, USA, pp. 179-186 (1997)
    • (1997) Proc. 14th Intl. Conf. on Machine Learning , pp. 179-186
    • Kubat, M.1    Matwin, S.2
  • 12
    • 33750545934 scopus 로고    scopus 로고
    • The class imbalance problem in learning classifier systems: A preliminary study
    • Washington DC, USA, pp
    • Orriols, A., Bernadó, E.: The class imbalance problem in learning classifier systems: a preliminary study. In: Proc. of Conf. on Genetic and Evolutionary Computation, Washington DC, USA, pp. 74-78 (2005)
    • (2005) Proc. of Conf. on Genetic and Evolutionary Computation , pp. 74-78
    • Orriols, A.1    Bernadó, E.2
  • 13
    • 9444270977 scopus 로고    scopus 로고
    • Class imbalance versus class overlapping: An analysis of a learning system behavior
    • Mexico City, Mexico, pp
    • Prati, R.C., Batista, G.E., Monard, M.C.: Class imbalance versus class overlapping: an analysis of a learning system behavior. In: Proc. 3rd Mexican Intl. Conf. on Artificial Intelligence, Mexico City, Mexico, pp. 312-321 (2004)
    • (2004) Proc. 3rd Mexican Intl. Conf. on Artificial Intelligence , pp. 312-321
    • Prati, R.C.1    Batista, G.E.2    Monard, M.C.3
  • 14
    • 38449083506 scopus 로고    scopus 로고
    • Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann, San Francisco (1993)
    • Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann, San Francisco (1993)


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.