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Volumn 7, Issue 11, 2006, Pages 1942-1947

SVD-LSSVM and its application in chemical pattern classification

Author keywords

Cross validation; Hyper parameter selection; Least squares support vector machine (LSSVM); Pattern classification; Singular value decomposition (SVD); Structural risk minimization

Indexed keywords

CHEMICAL ANALYSIS; CLASSIFICATION (OF INFORMATION); LEARNING SYSTEMS;

EID: 33845372382     PISSN: 10093095     EISSN: None     Source Type: Journal    
DOI: 10.1631/jzus.2006.A1942     Document Type: Article
Times cited : (6)

References (8)
  • 1
    • 0003408496 scopus 로고    scopus 로고
    • UCI repository of machine learning database
    • Dept. of Information and Computer Science, University of California, Irvine, CA
    • Blake, C.L., Merz, C.J., 1998. UCI Repository of Machine Learning Database. Http://www.ics.uci.edu/-mlearn/mlrepository.html. Dept. of Information and Computer Science, University of California, Irvine, CA.
    • (1998)
    • Blake, C.L.1    Merz, C.J.2
  • 3
    • 0027153288 scopus 로고
    • Reference data sets for chemometrical methods testing
    • doi:10.1016/0169-7439(93)80080-2
    • Hopke, P.K., Massart, D.L., 1993. Reference data sets for chemometrical methods testing. Chemometrics and Intelligent Laboratory Systems, 19(1): 35-41. [doi:10.1016/0169-7439(93)80080-2]
    • (1993) Chemometrics and Intelligent Laboratory Systems , vol.19 , Issue.1 , pp. 35-41
    • Hopke, P.K.1    Massart, D.L.2
  • 5
    • 33644990982 scopus 로고    scopus 로고
    • Additive regularization trade-off: Fusion of training and validation levels in kernel methods
    • doi:10.1007/s10994-005-5315-x
    • Pelckmans, K., Suykens, J.A.K., de Moor, B., 2006. Additive regularization trade-off: Fusion of training and validation levels in kernel methods. Machine Learning, 62(3): 217-252. [doi:10.1007/s10994-005-5315-x]
    • (2006) Machine Learning , vol.62 , Issue.3 , pp. 217-252
    • Pelckmans, K.1    Suykens, J.A.K.2    de Moor, B.3
  • 6
    • 0032638628 scopus 로고    scopus 로고
    • Least squares support vector machine classifiers
    • doi:10.1023/A:1018628609742
    • Suykens, J.A.K., Vandewalle, J., 1999a. Least squares support vector machine classifiers. Neural Processing Letters, 9(3): 293-300. [doi:10.1023/A:1018628609742]
    • (1999) Neural Processing Letters , vol.9 , Issue.3 , pp. 293-300
    • Suykens, J.A.K.1    Vandewalle, J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.