The Saga of PLS


by Gaston Sanchez

References

Abdi et al (2013) New Perspectives in Partial Least Squares and Related Methods. Edited by Abdi, H., Chin, W.W., Esposito Vinzi, V., Russolillo, G., Trinchera, L. Springer.

Bayne, C. K. (1992) “Latent Variable Path Modeling with Partial Least Squares by Jan-Bernd Lohmöller - Review.” Technometrics. Vol. 34, No. 1, 110-111..

Bookstein, F. L. (1980) “Data Analysis by Partial Least Squares.” In Evaluation of Econometric Models. Edited by J. Kmenta and J. B. Ramsey, 75-90. Academic Press.

Bookstein, F. L. (1982a) “The geometric meaning of soft modeling, with some generalizations.” In Systems under indirect observation: Causality, structure, prediction. Edited by K. G. Jöreskog and H. Wold, Vol II, 55-74. North-Holland.

Bookstein, F. L. (1982b) “Data Analysis by Partial Least Squares.” In A Second Generation of Multivariate Analysis. Edited by C. Fornell, Vol 1, 348-366. Praeger.

Cramer, H. (1982) “Foreword. Some Remarks to Open the Conference.” Systems under indirect observation: Causality, structure, prediction, edited by K. G. Jöreskog and H. Wold. Vol I, vii-xi. North-Holland.

Duncan, O. D. (1966) “Path Analysis: Sociological Examples.” The American Journal of Sociology, Vol. 72, No. 1, 1-16.

Eriksson, L., Trygg, J., Wold, S. (2014) “A chemometrics toolbox based on projections and latent variables.” Journal of Chemometrics, 28, 332-346.

Esposito-Vinzi et al. (2010) Handbook of Partial Least Squares. Edited by V. Esposito-Vinzi, W. W. Chin, J. Henseler, and H. Wang. Springer.

Fornell, C. (1982) A Second Generation of Multivariate Analysis. Edited by C. Fornell. Praeger.

Geladi, P. (1988) “Notes on the History and Nature of Partial Least Squares (PLS) Modelling.” Journal of Chemometrics, 2, 231-246.

Geladi, P. (1992) “Obituary: Herman Wold, the father of PLS.” Chemometrics and Intelligent Laboratory Systems, 15, 1, R7-R8.

Hanafi, M. (2007) “PLS Path modelling: computation of latent variables with the estimation mode B.” Computational Statistics, 22, 275-292.

Hendry, D. F., Morgan, M. S. (1994) “The ET Interview: Professor H.O.A. Wold: 1908-1992.” Econometric Theory, 10, 419-433.

Kaergard, N. (2012) “Haavelmo and Denmark.” Nordic Journal of Political Economy, 37, 1-20.

Kroonenberg, P. M. (1990) “Latent Variable Path Modeling with Partial Least Squares. Review.” Journal of the American Statistical Association, Vol. 85, No. 411, 909-910.

Lohmöller, J-B. (1989) Latent Variable Path Modeling with Partial Least Squares. Physica-Verlag.

Martens, H. (2001) “Reliable and relevant modelling of real world data: a personal account of the development of PLS Regression.” Chemometrics and Intelligent Laboratory Systems, 58, 85-95.

Morgan, M. S. (1992) The History of Econometrics Ideas. Cambridge University Press.

Pomerantsev, A. L. (2014) “What is Chemometrics.” In Chemometrics in Excel, edited by A. L. Pomerantsev, 3-7. John Wiley & Sons.

Ringle, C. M., Wende, S., and Will, A. (2005) SmartPLS 2 Hamburg: SmartPLS.

Sanchez, G. (2009) Pathmox Approach: Segmentation Trees in Partial Least Squares Path Modeling. PhD Thesis. Universitat Politecnica de Catalunya.

Sanchez, G. (2013) PLS Path Modeling with R. Trowchez Editions.

Tenenhaus, M. (1998) La Régression PLS. Théorie et Pratique. Editions Technip.

Tenenhaus, M., Esposito-Vinzi, V., Chatelin, Y-M., Lauro, C. (2005) “PLS Path Modeling.” Computational Statistics & Data Analysis, 48, 159-205.

Tenenhaus, M., Hanafi, M. (2020) “A Bridge Between PLS Path Modeling and Multi-Block Data Analysis.” In Handbook of Partial Least Squares. Edited by V. Esposito-Vinzi, W. W. Chin, J. Henseler, and H. Wang. 99-123. Springer.

Wainer, H. (2010) “Profiles in Research: Karl Gustav Jöreskog.” Journal of Educational and Behavioral Statistics. DOI: 10.3102/1076998610388778, 1-10.

Whittle, P. (1992) “Obituary: Professor Herman Wold.” Journal of the Royal Statistical Society. Series A (Statistics in Society), Vol. 155, No. 3, 466-469.

Wold, H. (1954) “Causality and Econometrics.” Econometrica, Vol. 22, No. 2, 162-177.

Wold, H. (1963) “On the Consistency of Least Squares Regression.” The Indian Journal of Statistics, Series A, Vol. 25, No. 2, 211-2115.

Wold, H. (1966a) “Nonlinear Estimation by Iterative Least Square Procedures.” In Research Papers in Statistics. Festschrift for J. Neyman, edited by F. N. David, 411-444. Wiley.

Wold, H. (1966b) “Estimation of Principal Components and Related Models by Iterative Least Squares.” In Multivariate Analysis. Proceedings of an International Symposium held in Dayton, Ohio, June 14-19, 1965, edited by P. R. Krishnaiah, 391-420. Academic Press.

Wold, H. (1973) “Nonlinear Iterative Partial Least Squares (NIPALS) modelling: Some current developments.” In Multivariate Analysis III. Proceedings of the 3rd International Symposium on Multivariate Analysis. Dayton, Ohio, edited by P. R. Krishnaiah, 383-407. Academic Press.

Wold, H. (1974) “Causal Flow with Latent Variables: Partings of the ways in the light of NIPALS modelling.” European Economic Review, 5, 67-86.

Wold, H. (1975a) “Soft modelling with latent variables: The non-linear iterative partial least squares (NIPALS) approach.” In Perspectives on Probability and Statistics, Festschrift (65th Birthday) for M. S. Bartlett, edited by J. Gani, 117-142. Academic Press

Wold, H. (1975b) “Path Models with Latent Variables: The NIPALS Approach.” In Quantitative Sociology: International Perspectives on Mathematical and Statistical Modeling, edited by H. M. Blalock, A. Aganbegian, F. M. Borodkin, R. Boudon, and V. Capecchi, 307-357. Academic Press.

Wold, H. (1982a) “Models for Knowledge.” In The Making of Statisticians, edited by J. Gani, 190-212. Applied Probability Trust, Academic.

Wold, H. (1982b) “Soft Modeling: The Basic Design and Some Extensions.” In Systems under indirect observation: Causality, structure, prediction, edited by K. G. Jöreskog and H. Wold, 1-54. North-Holland.

Wold, H. (1982c) “Systems under indirect observation using PLS (Partial Least Squares).” In A Second Generation of Multivariate Analysis, edited by C. Fornell, 325-347. Praeger.

Wold, H. (1985a) “Partial Least Squares.” In Encyclopedia of Statistical Sciences, edited by S. Kotz and N. L. Johnson, Vol 6, 581-591. Wiley.

Wold, H., Lyttkens, E. (1969) “Nonlinear Iterative Partial Least Squares (NIPALS) estimation procedures.” Bull. Inst. Internat. Statist. 53, 29-51.

Wold, S. (1995) “Chemometrics; what do we mean with it, and what do we want from it?” Chemometrics and Intelligent Laboratory Systems, 30, 109-115.

Wold, S. (1997) “Wold, Herman Ole Andreas.” In Leading Personalities in Statistical Sciences: From the Seventeenth Century to the Present, edited by N. L. Johnson, and S. Kotz, 213-214. Wiley.

Wold, S. (2001) “Personal memories of the early PLS development.” Chemometrics and Intelligent Laboratory Systems, 58, 83-84.