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Title Author(s) Year Tags
PLS regression methods Höskuldsson 1988
Product optimization and control in the latent variable space of nonlinear PLS models Yacoub and MacGregor 2004
PCA and PLS with very large data sets Kettaneh-Wold, Berglund and Wold 2005
Multi-way principal components- and PLS-analysis Wold, Geladi, Esbensen and Öhman 1987
Exponentially weighted moving principal components analysis and projections to latent structures Wold 1994
Review of adaptation mechanisms for data-driven soft sensors Kadlec, Grbić and Gabrys 2011
Acoustic chemometrics - from noise to information Esbensen, Halstensen, Lied, Saudland, Svalestuen, de Silva and Hope 1998
Mixture product design using latent variable methods Muteki 2006
Mixture designs and models for the simultaneous selection of ingredients and their ratios Muteki, MacGregor and Ueda 2007
Development of vision-based inferential sensors for process monitoring and control Yu 2003
A unified description of classical classification methods for multicollinear data Næs and Indahl 1998
Multivariate SPC charts for monitoring batch processes Nomikos and MacGregor 1995
The kernel algorithm for PLS Lindgren, Geladi and Wold 1993
One-class classifiers Brereton 2011
Dealing with missing data: Part I Walczak and Massart 2001
Multivariate design Wold, Sjöström, Carlson, Lundstedt, Hellberg, Skagerberg, Wikström and Öhman 1986
Review of robust multivariate statistical methods in high dimension Filzmoser and Todorov 2011
Data-driven soft sensors in the process industry Kadlec, Gabrys and Strandt 2009
Process analysis, monitoring and diagnosis, using multivariate projection methods Kourti and MacGregor 1995
Monitoring batch processes using multiway principal component analysis Nomikos and MacGregor 1994
A PLS kernel algorithm for data sets with many variables and fewer objects. Part 1: Theory and algorithm Rännar, Lindgren, Geladi and Wold 1994
Detection and diagnosis of abnormal batch operations based on multi-way principal component analysis Nomikos 1996
Multi-way partial least squares in monitoring batch processes Nomikos and MacGregor 1995
Multivariate analysis and optimization of process variable trajectories for batch processes Duchesne and MacGregor 2000
Multivariate monitoring of batch processes using batch-to-batch information Flores-Cerrillo and MacGregor 2004
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