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Volumn 48, Issue 1, 2005, Pages 5-16

Dimensionality reduction approach to multivariate prediction

Author keywords

Dimensionality reduction methods; Maximum overall redundancy; Multivariate continuum regression; PLS; Prediction; Principal component regression; Reduced rank regression

Indexed keywords

DATA ACQUISITION; HEAT CONVECTION; HEURISTIC METHODS; OPTIMAL SYSTEMS; REDUCTION; REGRESSION ANALYSIS; SOLUTIONS;

EID: 10144261309     PISSN: 01679473     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.csda.2003.11.021     Document Type: Article
Times cited : (24)

References (26)
  • 2
    • 21844497238 scopus 로고
    • Joint continuum regression for multiple predictands
    • Brooks, R., Stone, M., 1994. Joint continuum regression for multiple predictands. J. Amer. Statist. Assoc. 89 (428), 1374-1379.
    • (1994) J. Amer. Statist. Assoc. , vol.89 , Issue.428 , pp. 1374-1379
    • Brooks, R.1    Stone, M.2
  • 3
    • 2842581444 scopus 로고    scopus 로고
    • Frameworks for latent variable multivariate regression
    • Burnham, A.J., Viveros, R., MacGregor, J.F., 1996. Frameworks for latent variable multivariate regression. J. Chemom. 10, 31-45.
    • (1996) J. Chemom. , vol.10 , pp. 31-45
    • Burnham, A.J.1    Viveros, R.2    MacGregor, J.F.3
  • 5
    • 0035007969 scopus 로고    scopus 로고
    • Interpretation of regression coefficients under a latent variable regression model
    • Burnham, A.J., MacGregor, J.F., Viveros, R., 2001. Interpretation of regression coefficients under a latent variable regression model. J. Chemom. 15, 265.
    • (2001) J. Chemom. , vol.15 , pp. 265
    • Burnham, A.J.1    MacGregor, J.F.2    Viveros, R.3
  • 6
    • 0027530250 scopus 로고
    • Simpls: An alternative approach to partial least squares regression
    • de Jong, S., 1993. Simpls: an alternative approach to partial least squares regression. Chemom. Intel. Lab. Systems 18, 251-263.
    • (1993) Chemom. Intel. Lab. Systems , vol.18 , pp. 251-263
    • De Jong, S.1
  • 7
    • 0026608342 scopus 로고
    • Principal covariates regression. Part i. theory
    • de Jong, S., Kiers, H.A.L., 1992. Principal covariates regression. Part i. theory. Chemom. Intell. Lab. Systems 14, 155-164.
    • (1992) Chemom. Intell. Lab. Systems , vol.14 , pp. 155-164
    • De Jong, S.1    Kiers, H.A.L.2
  • 8
    • 11144325691 scopus 로고
    • Partial least-squares regression: A tutorial
    • Gelaldi, P., Kowalski, B.R., 1986. Partial least-squares regression: a tutorial. Anal. Chim. Acta 185, 1-17.
    • (1986) Anal. Chim. Acta , vol.185 , pp. 1-17
    • Gelaldi, P.1    Kowalski, B.R.2
  • 9
    • 0001523230 scopus 로고
    • The most predictable criterion
    • Hotelling, H., 1935. The most predictable criterion. J. Educ. Psychol. 26, 139-142. Also in Bryant and Atchley, 1975.
    • (1935) J. Educ. Psychol. , vol.26 , pp. 139-142
    • Hotelling, H.1
  • 10
    • 0001523230 scopus 로고
    • Hotelling, H., 1935. The most predictable criterion. J. Educ. Psychol. 26, 139-142. Also in Bryant and Atchley, 1975.
    • (1975) Bryant and Atchley
  • 11
    • 0016511949 scopus 로고
    • Reduced-rank regression for the multivariate bilinear model
    • Izenman, A.J., 1975. Reduced-rank regression for the multivariate bilinear model. J. Multivariate Anal. 5, 248-264.
    • (1975) J. Multivariate Anal. , vol.5 , pp. 248-264
    • Izenman, A.J.1
  • 12
    • 0030262558 scopus 로고    scopus 로고
    • Multivariate spc methods for process and product monitoring
    • Kourti, T., MacGregor, J.F., 1996. Multivariate spc methods for process and product monitoring. J. Quality Tech. 28 (4), 409-428.
    • (1996) J. Quality Tech. , vol.28 , Issue.4 , pp. 409-428
    • Kourti, T.1    MacGregor, J.F.2
  • 14
    • 0040307306 scopus 로고    scopus 로고
    • Ph.D. Thesis, Department of Statistics and Actuarial Science, University of Waterloo, Waterloo, Canada
    • Merola, G.M., 1998. Dimensionality reduction methods in multivariate prediction. Ph.D. Thesis, Department of Statistics and Actuarial Science, University of Waterloo, Waterloo, Canada.
    • (1998) Dimensionality Reduction Methods in Multivariate Prediction
    • Merola, G.M.1
  • 15
    • 0035632501 scopus 로고    scopus 로고
    • Dimensionality reduction approach to multivariate prediction
    • Merola, G.M., Abraham, B., 2001. Dimensionality reduction approach to multivariate prediction. Canad. J. Statist. 29 (2), 191-200.
    • (2001) Canad. J. Statist. , vol.29 , Issue.2 , pp. 191-200
    • Merola, G.M.1    Abraham, B.2
  • 16
    • 10144252408 scopus 로고    scopus 로고
    • Dimension reduction methods used in industry
    • Khattree, R., Rao, C.R. (Eds.), Elsevier, Amsterdam
    • Merola, G.M., Abraham, B., 2003. Dimension reduction methods used in industry. In: Khattree, R., Rao, C.R. (Eds.), Statistics in Industry, Handbook of Statistics, Vol. 22. Elsevier, Amsterdam.
    • (2003) Statistics in Industry, Handbook of Statistics , vol.22
    • Merola, G.M.1    Abraham, B.2
  • 20
    • 0000629975 scopus 로고
    • Cross-validatory choice and assessment of statistical predictions
    • with discussion
    • Stone, M., 1974. Cross-validatory choice and assessment of statistical predictions. J. Roy. Statist. Soc. B 36, 111-133. with discussion.
    • (1974) J. Roy. Statist. Soc. B , vol.36 , pp. 111-133
    • Stone, M.1
  • 21
    • 0000818474 scopus 로고
    • Continuum regression: Cross validated sequentially constructed prediction embracing ordinary least squares, partial least squares and principal component regression
    • Stpne, M., Brooks, R.J., 1990. Continuum regression: cross validated sequentially constructed prediction embracing ordinary least squares, partial least squares and principal component regression. J. Roy. Statist. Soc. B 52 (2), 237-269.
    • (1990) J. Roy. Statist. Soc. B , vol.52 , Issue.2 , pp. 237-269
    • Stpne, M.1    Brooks, R.J.2
  • 23
    • 34250300622 scopus 로고
    • Redundancy analysis: An alternative for canonical correlation analysis
    • Van den Wollenberg, R., 1977. Redundancy analysis: an alternative for canonical correlation analysis. Psychometrica 42, 207-219.
    • (1977) Psychometrica , vol.42 , pp. 207-219
    • Van Den Wollenberg, R.1
  • 24
    • 84951601886 scopus 로고
    • Cross-validatory estimation of the number of components in factor and principal components models
    • Wold, S., 1978. Cross-validatory estimation of the number of components in factor and principal components models. Technometrics 20 (4), 397-405.
    • (1978) Technometrics , vol.20 , Issue.4 , pp. 397-405
    • Wold, S.1
  • 25
    • 0001877951 scopus 로고
    • Soft modelling, the basic design and some extensions
    • Joresorg, K.G., Wold, H. (Eds.). Wiley, New York
    • Wold, H., 1982. Soft modelling, the basic design and some extensions. In: Joresorg, K.G., Wold, H. (Eds.), Systems Under Indirect Observation, Vol. II. Wiley, New York, pp. 589-591.
    • (1982) Systems under Indirect Observation , vol.2 , pp. 589-591
    • Wold, H.1
  • 26


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.