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Title	Author(s)	Year	Tags
Latent variable methods: Case studies in the food industry	Nichols	2011	application classification experiments image NIR product development
Latent variable multivariate regression modeling	Burnham, MacGregor and Viveros-Aguilera	1999	error in variables PCR reduced rank regression
Notes on the history and nature of partial least squares (PLS) modelling	Geladi	1988	path models PLS
Product optimization and control in the latent variable space of nonlinear PLS models	Yacoub and MacGregor	2004	nonlinear optimization process control process development
Industrial batch data analysis using latent variable methods	Rodrigues	2006	alignment batch end point
Data-based latent variable methods for process analysis, monitoring and control	MacGregor, Yu, García-Muñoz and Flores-Cerrillo	2005	image machine vision monitoring PCA PLS
Mixture product design using latent variable methods	Muteki	2006	experiments missing data mixture property multiblock process development
Multivariate design	Wold, Sjöström, Carlson, Lundstedt, Hellberg, Skagerberg, Wikström and Öhman	1986	experiments QSAR
Product design through multivariate statistical analysis of process data	Jaeckle and MacGregor	1998	model inversion product development simulation
Quality control for batch processes using multivariate latent variable methods	Flores-Cerrillo	2003	adaptive batch mid-course correction prior knowledge process control
Product transfer between plants using historical process data	Jaeckle and MacGregor	2000	model inversion product transfer
Batch process modeling and MSPC	Wold, Kettaneh-Wold, MacGregor and Dunn	2009	batch feature extraction monitoring optimization unfolding
Interpretation of regression coefficients under a latent variable regression model	Burnham, MacGregor and Viveros-Aguilera	2001	error in variables regression
Development of inferential process models using PLS	Kresta, Marlin and MacGregor	1994	distillation feedback control soft sensors
Batch process improvement using latent variable methods	García-Muñoz	2004	batch multiway thesis
Frameworks for latent variable multivariate regression	Burnham, Viveros-Aguilera and MacGregor	1996	PCR reduced rank SIMPLS
Analysis, monitoring and fault diagnosis of batch processes using multiblock and multiway PLS	Kourti, Nomikos and MacGregor	1995	application batch fault diagnosis monitoring multiblock multiway
Learning from data using latent variable methods	Yacoub	2006	acoustic classification feature extraction robust
Review of adaptation mechanisms for data-driven soft sensors	Kadlec, Grbić and Gabrys	2011	adaptive review soft sensors
Analysis of multi-way (multi-mode) data	Geladi	1989	multiway
Analysis of multiblock and hierarchical PCA and PLS models	Westerhuis, Kourti and MacGregor	1998	deflation hierarchical multiblock
Product and process improvement using latent variable methods	Jaeckle	1998	model inversion product development product transfer
Modified jack-knife estimation of parameter uncertainty in bilinear modelling by partial least squares regression (PLSR)	Martens and Martens	2000	application confidence interval jackknife PLS sensory
Mixture designs and models for the simultaneous selection of ingredients and their ratios	Muteki, MacGregor and Ueda	2007	product development
Using on-line process data to improve quality: challenges for statisticians	MacGregor	1997	monitoring review SPC

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