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Volumn 1, Issue , 2012, Pages 1065-1069

Data complexity measures and nearest neighbor classifiers: A practical analysis for meta-learning

Author keywords

[No Author keywords available]

Indexed keywords

DATA COMPLEXITY; EXPERIMENTAL STUDIES; METALEARNING; NEAREST NEIGHBOR CLASSIFIER; REAL DATA SETS;

EID: 84876884647     PISSN: 10823409     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICTAI.2012.150     Document Type: Conference Paper
Times cited : (15)

References (17)
  • 5
    • 34547399424 scopus 로고    scopus 로고
    • An analysis of how training data complexity affects the nearest neighbor classifiers
    • J. S. Sanchez et al., "An analysis of how training data complexity affects the nearest neighbor classifiers," Pattern Analysis and Applications, vol. 10, pp. 189-201, 2007.
    • (2007) Pattern Analysis and Applications , vol.10 , pp. 189-201
    • Sanchez, J.S.1
  • 6
    • 78649934709 scopus 로고    scopus 로고
    • Irvine, CA: University of California, School of Information and Computer Science
    • A. Frank and A. Asuncion, UCI Machine Learning Repository, [http://archive.ics.uci.edu/ml]. Irvine, CA: University of California, School of Information and Computer Science, 2010.
    • (2010) UCI Machine Learning Repository
    • Frank, A.1    Asuncion, A.2
  • 7
    • 0037410687 scopus 로고    scopus 로고
    • Choosing k for two-class nearest neighbor classifiers with unbalanced classes
    • D. J. Hand and V. Vinciotti , "Choosing k for two-class nearest neighbor classifiers with unbalanced classes", Pattern Recognition Letters, vol. 24, pp.1555-1562, 2003.
    • (2003) Pattern Recognition Letters , vol.24 , pp. 1555-1562
    • Hand, D.J.1    Vinciotti, V.2
  • 8
    • 33845536164 scopus 로고    scopus 로고
    • The class imbalance problem: A systematic study
    • N. Japkowicz and S. Stephen , "The class imbalance problem: a systematic study", Intelligent Data Analysis, vol. 6, pp.429-449, 2002.
    • (2002) Intelligent Data Analysis , vol.6 , pp. 429-449
    • Japkowicz, N.1    Stephen, S.2
  • 13
    • 0036522441 scopus 로고    scopus 로고
    • Complexity measures of supervised classification problems
    • T. K. Ho and M. Basu, "Complexity measures of supervised classification problems", IEEE Transactions on PAMI, vol. 24, pp. 289-300, 2002.
    • (2002) IEEE Transactions on PAMI , vol.24 , pp. 289-300
    • Ho, T.K.1    Basu, M.2
  • 15
    • 0015361129 scopus 로고
    • Asymptotic properties of nearest neighbor rules using edited data
    • D. L. Wilson, "Asymptotic Properties of Nearest Neighbor Rules Using Edited Data", IEEE Transactions on Systems, Man and Cybernetics, vol. 2, pp. 408-421, 1972.
    • (1972) IEEE Transactions on Systems, Man and Cybernetics , vol.2 , pp. 408-421
    • Wilson, D.L.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.