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Volumn 86, Issue 1, 2007, Pages 102-120

SOMPLS: A supervised self-organising map--partial least squares algorithm for multivariate regression problems

Author keywords

Kernel based partial least squares; Model interpretation; Multivariate regression; Partial least squares; Supervised Kohonen networks; Support vector machines

Indexed keywords

ALGORITHM; ARTICLE; MULTIVARIATE ANALYSIS; MULTIVARIATE LOGISTIC REGRESSION ANALYSIS; NONLINEAR SYSTEM; PARTIAL LEAST SQUARES REGRESSION; PRIORITY JOURNAL; REGRESSION ANALYSIS; SUPPORT VECTOR MACHINE;

EID: 33847327423     PISSN: 01697439     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.chemolab.2006.08.013     Document Type: Article
Times cited : (35)

References (21)
  • 1
    • 33748331213 scopus 로고    scopus 로고
    • Supervised Kohonen networks for classification problems
    • Melssen W., Wehrens R., and Buydens L. Supervised Kohonen networks for classification problems. Chemom. Intell. Lab. Syst. 83 (2006) 99-113
    • (2006) Chemom. Intell. Lab. Syst. , vol.83 , pp. 99-113
    • Melssen, W.1    Wehrens, R.2    Buydens, L.3
  • 4
    • 0027530250 scopus 로고
    • SIMPLS: an alternative approach to partial least squares regression
    • de Jong S. SIMPLS: an alternative approach to partial least squares regression. Chemom. Intell. Lab. Syst., Lab. Inf. Manag. 18 (1993) 251-263
    • (1993) Chemom. Intell. Lab. Syst., Lab. Inf. Manag. , vol.18 , pp. 251-263
    • de Jong, S.1
  • 5
    • 33746285210 scopus 로고    scopus 로고
    • Genome-Scale Classification of Metabolic Reactions: a Chemoinformatics Approach
    • Latino D.A.R.S., and Aires-de-Sousa J. Genome-Scale Classification of Metabolic Reactions: a Chemoinformatics Approach. Angew. Chem., Int. ed. Engl. 45 (2006) 2066-2069
    • (2006) Angew. Chem., Int. ed. Engl. , vol.45 , pp. 2066-2069
    • Latino, D.A.R.S.1    Aires-de-Sousa, J.2
  • 6
    • 0030607269 scopus 로고    scopus 로고
    • The radial basis functions-partial least squares approach as a flexible non-linear regression technique
    • Walczak B., and Massart D.L. The radial basis functions-partial least squares approach as a flexible non-linear regression technique. Anal. Chim. Acta 331 (1996) 177-185
    • (1996) Anal. Chim. Acta , vol.331 , pp. 177-185
    • Walczak, B.1    Massart, D.L.2
  • 9
    • 33644845063 scopus 로고    scopus 로고
    • Facilitating the application of Support Vector Machines by using a universal Pearson VII function based kernel
    • Üstün B., Melssen W.J., and Buydens L.M.C. Facilitating the application of Support Vector Machines by using a universal Pearson VII function based kernel. Chemom. Intell. Lab. Syst., Lab. Inf. Manag. 81 1 (2006) 29-40
    • (2006) Chemom. Intell. Lab. Syst., Lab. Inf. Manag. , vol.81 , Issue.1 , pp. 29-40
    • Üstün, B.1    Melssen, W.J.2    Buydens, L.M.C.3
  • 10
    • 84894887900 scopus 로고
    • Computer aided design of experiments
    • Kennard R.W., and Stone L.A. Computer aided design of experiments. Technometrics 11 (1969) 137-148
    • (1969) Technometrics , vol.11 , pp. 137-148
    • Kennard, R.W.1    Stone, L.A.2
  • 11
    • 33847250240 scopus 로고    scopus 로고
    • T. Kohonen, Self-Organizing Maps. 3th ed. No. 30 in Springer Series in Information Sciences. 2001, Berlin: Springer.
  • 12
    • 0000678972 scopus 로고
    • Contributions to Mathematical Theory of Evolution, II, Skew Variation in Homogeneous Material
    • Pearson K. Contributions to Mathematical Theory of Evolution, II, Skew Variation in Homogeneous Material. Philos. Trans. R. Soc. Lond., A 186 (1895) 343-414
    • (1895) Philos. Trans. R. Soc. Lond., A , vol.186 , pp. 343-414
    • Pearson, K.1
  • 13
    • 0022961187 scopus 로고
    • The use of Pearson VII distribution functions in X-ray Diffraction residuals stress measurements
    • Prevey P.S. The use of Pearson VII distribution functions in X-ray Diffraction residuals stress measurements. Adv. X-ray Anal. 29 (1986) 103-111
    • (1986) Adv. X-ray Anal. , vol.29 , pp. 103-111
    • Prevey, P.S.1
  • 14
    • 0001500115 scopus 로고
    • Functions of Positive and Negative Type and their Connection with the Theory of Integral Equations
    • Mercer J. Functions of Positive and Negative Type and their Connection with the Theory of Integral Equations. Philos. Trans. R. Soc. Lond. (1909) 415-446
    • (1909) Philos. Trans. R. Soc. Lond. , pp. 415-446
    • Mercer, J.1
  • 17
    • 20444505293 scopus 로고    scopus 로고
    • Determination of optimal support vector regression parameters by genetic algorithms and simplex optimization
    • Üstün B., Melssen W.J., Oudenhuijzen M., and Buydens L.M.C. Determination of optimal support vector regression parameters by genetic algorithms and simplex optimization. Anal. Chim. Acta 544 (2005) 292-305
    • (2005) Anal. Chim. Acta , vol.544 , pp. 292-305
    • Üstün, B.1    Melssen, W.J.2    Oudenhuijzen, M.3    Buydens, L.M.C.4
  • 18
    • 0542397878 scopus 로고    scopus 로고
    • Influence of temperature on vibrational spectra and consequences for predictive ability of multivariate models
    • Wülfert F., Kok W.Th., and Smilde A.K. Influence of temperature on vibrational spectra and consequences for predictive ability of multivariate models. Anal. Chem. 70 (1998) 1761-1767
    • (1998) Anal. Chem. , vol.70 , pp. 1761-1767
    • Wülfert, F.1    Kok, W.Th.2    Smilde, A.K.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.