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Volumn 40, Issue 2, 2007, Pages 557-562

The effect of imbalanced data sets on LDA: A theoretical and empirical analysis

Author keywords

Imbalanced data sets; Linear discriminant analysis (LDA); Random sampling; Smote; Tomek links

Indexed keywords

NUMERICAL ANALYSIS; PATTERN RECOGNITION; RANDOM PROCESSES; SAMPLING;

EID: 33750338026     PISSN: 00313203     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patcog.2006.01.009     Document Type: Article
Times cited : (76)

References (10)
  • 3
    • 33750364084 scopus 로고    scopus 로고
    • N.V. Chawla, N. Japkowicz, A. Kolcz (Eds.), Proceedings of the ICML'2003 Workshop on Learning from Imbalanced Data Sets, 2003.
  • 4
    • 33750302767 scopus 로고    scopus 로고
    • N. Japkowica (Ed.), Proceedings of the AAAI'2000 Workshop on Learning from Imbalanced Data Sets, AAAI Technical Report WS-00-05, AAAI, 2000.
  • 6
    • 0031191630 scopus 로고    scopus 로고
    • The use of the area under the ROC curve in the evaluation of machine learning algorithms
    • Bradley A.P. The use of the area under the ROC curve in the evaluation of machine learning algorithms. Pattern Recognition 30 7 (1997) 1145-1159
    • (1997) Pattern Recognition , vol.30 , Issue.7 , pp. 1145-1159
    • Bradley, A.P.1
  • 7
    • 0020083498 scopus 로고
    • The meaning and use of the area under a receiver operating characteristic (ROC) curve
    • Hanley J.A., and McNeil B.J. The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology 143 (1982) 29-36
    • (1982) Radiology , vol.143 , pp. 29-36
    • Hanley, J.A.1    McNeil, B.J.2
  • 8
    • 33750292747 scopus 로고    scopus 로고
    • C.L. Blake, C.J. Merz, UCI repository of machine learning database, 〈http://www.ics.uci.edu/~mlearn/MLRepository.html/〉, 1998.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.