메뉴 건너뛰기




Volumn 20, Issue 8-10, 2006, Pages 341-351

OPLS discriminant analysis: Combining the strengths of PLS-DA and SIMCA classification

Author keywords

Classification; Multivariate; OPLS DA; Orthogonal; PLS DA; SIMCA

Indexed keywords

CLASSIFICATION PERFORMANCE; CLASSIFICATION RESULTS; DECISION RULES; MULTIVARIATE; OPLS-DA; ORTHOGONAL; PLS-DA; SOFT INDEPENDENT MODELING OF CLASS ANALOGIES; SUPERVISED CLASSIFICATION; WITHIN CLASS;

EID: 34249335649     PISSN: 08869383     EISSN: 1099128X     Source Type: Journal    
DOI: 10.1002/cem.1006     Document Type: Article
Times cited : (1181)

References (26)
  • 1
    • 0037191113 scopus 로고    scopus 로고
    • A flexible classification approach with optimal generalisation performance: Support vector machines
    • Belousov A, Verzakov S, von Frese J. A flexible classification approach with optimal generalisation performance: support vector machines. Chemometrics Intell. Lab. Syst. 2002; 64: 15-25.
    • (2002) Chemometrics Intell. Lab. Syst , vol.64 , pp. 15-25
    • Belousov, A.1    Verzakov, S.2    von Frese, J.3
  • 3
    • 0001681052 scopus 로고
    • The collinearity problem in linear regression. The partial least squares approach to generalized inverses
    • Wold S, Ruhe A, Wold H, Dunn WI. The collinearity problem in linear regression. The partial least squares approach to generalized inverses. SIAM J. Sci. Stat. Comput. 1984; 5: 735-743.
    • (1984) SIAM J. Sci. Stat. Comput , vol.5 , pp. 735-743
    • Wold, S.1    Ruhe, A.2    Wold, H.3    Dunn, W.I.4
  • 4
    • 0345117343 scopus 로고    scopus 로고
    • Comparison of linear and nonlinear classification algorithms for the prediction of drug and chemical metabolism by human UDP-glucuronosyltransferase isoforms
    • Sorich MJ, Miners JO, McKinnon RA, Winkler DA, Burden FR, Smith PA. Comparison of linear and nonlinear classification algorithms for the prediction of drug and chemical metabolism by human UDP-glucuronosyltransferase isoforms. J. Chem. Inf. Comput. Sci. 2003; 43: 2019-2024.
    • (2003) J. Chem. Inf. Comput. Sci , vol.43 , pp. 2019-2024
    • Sorich, M.J.1    Miners, J.O.2    McKinnon, R.A.3    Winkler, D.A.4    Burden, F.R.5    Smith, P.A.6
  • 5
    • 22144466197 scopus 로고    scopus 로고
    • A support vector machine approach to classify human cytochrome P450 3A4 inhibitors
    • Kriegl JM, Arnhold T, Beck B, Fox T. A support vector machine approach to classify human cytochrome P450 3A4 inhibitors. J. Comput. Aided Mol. Des. 2005; 19: 189-201.
    • (2005) J. Comput. Aided Mol. Des , vol.19 , pp. 189-201
    • Kriegl, J.M.1    Arnhold, T.2    Beck, B.3    Fox, T.4
  • 6
    • 0016973661 scopus 로고
    • Pattern recognition by means of disjoint principal components models
    • Wold S. Pattern recognition by means of disjoint principal components models. Pattern Recognit. 1976; 8: 127-139.
    • (1976) Pattern Recognit , vol.8 , pp. 127-139
    • Wold, S.1
  • 10
    • 1642273677 scopus 로고    scopus 로고
    • Marker identification and classification of cancer types using gene expression data and SIMCA
    • Bicciato S, Luchini A, Di Bello C. Marker identification and classification of cancer types using gene expression data and SIMCA. Methods Inf. Med. 2004; 43: 4-8.
    • (2004) Methods Inf. Med , vol.43 , pp. 4-8
    • Bicciato, S.1    Luchini, A.2    Di Bello, C.3
  • 13
    • 0038620211 scopus 로고    scopus 로고
    • Prediction of clinical outcome with microarray data: A partial least squares discriminant analysis (PLS-DA) approach
    • Perez-Enciso M, Tenenhaus M. Prediction of clinical outcome with microarray data: a partial least squares discriminant analysis (PLS-DA) approach. Hum. Genet. 2003; 112: 581-592.
    • (2003) Hum. Genet , vol.112 , pp. 581-592
    • Perez-Enciso, M.1    Tenenhaus, M.2
  • 15
    • 0036083139 scopus 로고    scopus 로고
    • Orthogonal projections to latent structures (O-PLS)
    • Trygg J, Wold S. Orthogonal projections to latent structures (O-PLS). J. Chemometrics 2002; 16: 119-128.
    • (2002) J. Chemometrics , vol.16 , pp. 119-128
    • Trygg, J.1    Wold, S.2
  • 19
    • 4143114481 scopus 로고    scopus 로고
    • Prediction and spectral profile estimation in multivariate calibration
    • Trygg J. Prediction and spectral profile estimation in multivariate calibration. J. Chemometrics 2004; 18: 166-172.
    • (2004) J. Chemometrics , vol.18 , pp. 166-172
    • Trygg, J.1
  • 21
    • 0036166439 scopus 로고    scopus 로고
    • Tumor classification by partial least squares using microarray gene expression data
    • Nguyen DV, Rocke DM. Tumor classification by partial least squares using microarray gene expression data. Bioinformatics 2002; 18: 39-50.
    • (2002) Bioinformatics , vol.18 , pp. 39-50
    • Nguyen, D.V.1    Rocke, D.M.2
  • 22
    • 0036085968 scopus 로고    scopus 로고
    • O2-PLS for qualitative and quantitative analysis in multivariate calibration
    • Trygg J. O2-PLS for qualitative and quantitative analysis in multivariate calibration. J. Chemometrics 2002; 16: 283-293.
    • (2002) J. Chemometrics , vol.16 , pp. 283-293
    • Trygg, J.1
  • 23
    • 0001038967 scopus 로고
    • The generalization of Student's ratio
    • Hotelling H. The generalization of Student's ratio. Ann. Math. Stat. 1931; 2: 360-378.
    • (1931) Ann. Math. Stat , vol.2 , pp. 360-378
    • Hotelling, H.1
  • 25
    • 21144474350 scopus 로고
    • Linear-model selection by cross-validation
    • Shao J. Linear-model selection by cross-validation. J. Am. Stat. Assoc. 1993; 88: 486-494.
    • (1993) J. Am. Stat. Assoc , vol.88 , pp. 486-494
    • Shao, J.1
  • 26
    • 0025651706 scopus 로고
    • Multisurface method of pattern separation for medical diagnosis applied to breast cytology
    • Wolberg WH, Mangasarian OL. Multisurface method of pattern separation for medical diagnosis applied to breast cytology. Proc. Natl Acad. Sci. USA 1990; 87: 9193-9196.
    • (1990) Proc. Natl Acad. Sci. USA , vol.87 , pp. 9193-9196
    • Wolberg, W.H.1    Mangasarian, O.L.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.