L'approche PLS
Tenenhaus, M.
Revue de Statistique Appliquée, Tome 47 (1999), p. 5-40 / Harvested from Numdam
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Publié le : 1999-01-01
@article{RSA_1999__47_2_5_0,
     author = {Tenenhaus, Michel},
     title = {L'approche PLS},
     journal = {Revue de Statistique Appliqu\'ee},
     volume = {47},
     year = {1999},
     pages = {5-40},
     language = {fr},
     url = {http://dml.mathdoc.fr/item/RSA_1999__47_2_5_0}
}

Tenenhaus, M. L'approche PLS. Revue de Statistique Appliquée, Tome 47 (1999) pp. 5-40. http://gdmltest.u-ga.fr/item/RSA_1999__47_2_5_0/

[1] Apel H., Wold H. (1982), « Soft modeling with latent variables in two or more dimensions : PLS estimation and testing for predictive relevance», in System under indirect observation, vol. 2, K.G. Jöreskog & H. Wold (Eds), North-Holland, Amsterdam, pp. 209- 247. | MR 692219 | Zbl 0503.62065

[2] Arbuckle J.L. (1997), Amos Users' Guide, Version 3.6, SPSS Inc., Chicago.

[3] Bookstein F.L. (1982), «The geometric meaning of soft modeling, with some generalizations», in System under indirect observation, vol. 2, K.G. Jöreskog & H. Wold (Eds), North-Holland, Amsterdam, pp. 55-74. | MR 692219

[4] CAMO AS (1996), The Unscrambler, The Unscrambler 6 users's guide, Camo AS, Olav Tryggvasons gt. 24, N-7019 Trondheim, Norway.

[5] Carroll J.D. (1968), «A generalization of canonical correlation analysis to three or more sets of variables», Proc. 76 th Conv. Amer. Psych. Assoc pp. 227-228.

[6] Fornell C., Cha J. (1994), «Partial Least Squares », in Advanced methods in marketing reseach, R.P. Bagozzi (Ed.), Blackwell, Cambridge, USA.

[7] Geisser S. (1974), «A predictive approach to the random effect model», Biometrika, vol. 61, pp. 65- 89. | MR 418322 | Zbl 0275.62065

[8] Gifi A. (1990), Nonlinear Multivariate Analysis, John Wiley & Sons, Chichester. | MR 1076188 | Zbl 0697.62048

[9] Hayduck L.A. (1987), Structural equation modeling with LISREL. The John Hopkins University Press, Baltimore.

[10] Horst P. (1961), «Relations among m sets of variables», Psychometrika, vol. 26, pp. 129-149. | MR 132628 | Zbl 0099.35801

[11] De Jong S. (1993a), «SIMPLS : An alternative approach to partial least squares regression», Chemometrics and Intelligent Laboratory Systems, vol. 18, pp. 251-263.

[12] De Jong S. (1993b), «PLS fits closer than PCR», Journal of Chemometrics, vol. 7, pp. 551-557.

[13] De Jong S. (1995), «PLS shrinks», Journal of Chemometrics, vol. 9, pp. 323-326.

[14] Jöreskog K.G. (1970), «A general method for analysis of covariance structure», Biometrika, vol. 57, pp. 239- 251. | MR 269024 | Zbl 0195.48801

[15] Jöreskog K.G., Sörbom D. (1979), Advances in factor analysis and structural equation models. Abt Books, Cambridge. | Zbl 0508.62051

[16] Jöreskog K.G., Sörbom D. (1984), LISREL VI : Analysis of linear structural relationships by maximum likelihood, instrumental variables, and least squares methods. Scientific Software, Mooresville.

[17] Jöreskog K.G., Wold H. (1982), «The ML and PLS techniques for modeling with latent variables : historical and comparative aspects», in System under indirect observation, vol. 1, K.G. JÖRESKOG & H. Wold (Eds), North-Holland, Amsterdam, pp. 263-270. | MR 692219 | Zbl 0503.62067

[18] Lohmöller J.-B. (1987), LVPLS Program Manual, Version 1.8, Zentralarchiv für Empirische Sozialforschung, Köln.

[19] Lohmöller J.-B. (1989), Latent Variables Path Modeling with Partial Least Squares, Physica-Verlag, Heidelberg. | MR 1014472 | Zbl 0788.62050

[20] Martens H., Næs T. (1989), Multivariate Calibration. John Wiley & Sons, New York. | MR 1029523 | Zbl 0732.62109

[21] Noonan R. & Wold H. (1982), « PLS path modeling with indirectly observed variables : a comparison of alternative estimates for the latent variable », in System under indirect observation, vol. 2, K.G. Jöreskog & H. Wold (Eds), North-Holland, Amsterdam, pp. 75- 94.

[22] Russet B.M. (1964), «Inequality and instability », World Politics, vol. 21, pp. 442-454.

[23] Saporta G. (1975), Liaisons entre plusieurs ensembles de variables et codage des données qualitatives. Thèse de troisième cycle, Université Pierre et Marie Curie. | MR 415894

[24] Sas Institute Inc. (1996), SAS/STAT Software, version 6.12, Proc PLS, Cary, NC: SAS Institute Inc.

[25] Stone M. (1974), «Cross-validatory choice and assessment of statistical predictions», Journal of the Royal Statistical Society, Series B, vol. 36, pp. 111-133. | MR 356377 | Zbl 0308.62063

[26] Tenenhaus M. (1998), La Régression PLS : Théorie et Pratique. Technip, Paris. | MR 1645125 | Zbl 0923.62058

[27] Tucker L.R. (1958), «An inter-battery method of factor analysis», Psychometrika, vol. 23, n°2, pp. 111-136. | MR 99737 | Zbl 0097.35102

[28] Umetri Ab (1996), SIMCA-P for Windows, Graphical Software for Multivariate Process Modeling, Umetri AB, Box 7960, S-90719 Umeå, Sweden.

[29] Valette-Florence P. (1988a), «Analyse structurelle comparative des composantes des systèmes de valeurs selon Kahle et Rokeach », Recherche et Applications en Marketing, vol. III, n° 1.

[30] Valette-Florence P. (1988b), «Spécificité et apports des méthodes d'analyse multivariée de la deuxième génération», Recherche et Applications en Marketing, vol. III, n°4.

[31] Valette-Florence P. (1990), «Analyse structurelle et analyse typologique : illustration d'une démarche complémentaire», Recherche et Applications en Marketing, vol. V, n°1.

[32] Wold H. (1966), «Estimation of principal components and related models by iterative least squares», in Multivariate Analysis, Krishnaiah, P.R. (Ed.), Academic Press, New York, pp. 391-420. | MR 220397 | Zbl 0214.46103

[33] Wold H. (1975), Modeling in Complex Situations with Soft Information, Third World Congress of Econometric Society, August 21-26, Toronto, Canada.

[34] Wold H. (1982), «Soft modeling : the basic design and some extensions », in System under indirect observation, vol. 2, K.G. Jöreskog & H. Wold (Eds), North-Holland, Amsterdam, pp. 1- 54. | MR 692219 | Zbl 0517.62065

[35] Wold H. (1985), «Partial Least Squares», in Encyclopedia of Statistical Sciences, vol. 6, Kotz, S. & Johnson, N.L. (Eds), John Wiley & Sons, New York, pp. 581- 591. | Zbl 0657.62002

[36] Wold S. (1984), «Three PLS algorithms according to SW», in Reportfrom the symposium MULTDAST (multivariate data analysis in science and technology, Wold, S. (Ed.) Umeå, Sweden.

[37] Wold S., Martens H., Wold H. (1983), «The multivariate calibration problem in chemistry solved by the PLS method», in Proc. Conf. Matrix Pencils, Ruhe, A. & Kågstrøm, B. (Eds), March 1982, Lecture Notes in Mathematics, Springer Verlag, Heidelberg, pp. 286- 293. | MR 697741 | Zbl 0499.65065