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Title	Author(s)	Year	Tags
Multivariate image analysis and regression for industrial process monitoring and product quality control	Bharati	2002	image monitoring pulp and paper texture
A unified description of classical classification methods for multicollinear data	Næs and Indahl	1998	classification
Process monitoring and diagnosis by multiblock PLS method	MacGregor, Jaeckle, Kiparissides and Koutoudi	1994	CUSUM EWMA monitoring multiblock
SIMPLS: An alternative approach to partial least squares regression	de Jong	1993	PLS theory
Analysis of multi-way (multi-mode) data	Geladi	1989	multiway
Principal component analysis	Wold, Esbensen and Geladi	1987	PCA tutorial
Principles of proper validation: use and abuse of re-sampling for validation	Esbensen and Geladi	2010	cross validation resampling
Missing data	Arteaga and Ferrer	2009	expectation maximization missing data multiple imputation
Multi-block PLS modeling for L-shape data structures with applications to mixture modeling	Muteki and MacGregor	2007	blend ratios experiments
Mixture designs and models for the simultaneous selection of ingredients and their ratios	Muteki, MacGregor and Ueda	2007	product development
Learning from data using latent variable methods	Yacoub	2006	acoustic classification feature extraction robust
Machine vision for process industries: Monitoring, control, and optimization of visual quality of processes and products	Liu	2004	image texture wavelet
Abnormal situation detection, three-way data and projection methods; robust data archiving and modeling for industrial applications	Kourti	2003	batch compression fault detection fault diagnosis
Multivariate SPC for startups and grade transitions	Duchesne, Kourti and MacGregor	2002	monitoring startup transitions
Detection and chemical profiling of medicine counterfeits by Raman spectroscopy and chemometrics	Dégardin, Roggo, Been and Margot	2001	classification PCA spectral SVM
Statistical and causal model-based approaches to fault detection and isolation	Yoon and MacGregor	2000	fault detection fault diagnosis
Improvement of processes and product quality through multivariate data analysis	Duchesne	2000	batch bootstrap jackknife optimization specifications
Product and process improvement using latent variable methods	Jaeckle	1998	model inversion product development product transfer
Multivariate image analysis for real-time process monitoring	Bharati	1997	image monitoring
Statistical process control of multivariate processes	MacGregor and Kourti	1995	batch control charts fault diagnosis monitoring PCA SPC
An industrial perspective on implementing on-line applications of multivariate statistics	Miletic, Quinn, Dudzic, Vaculik and Champagne	2004	fault detection PCA PLS pulp and paper steel manufacturing
Multivariate analysis and optimization of process variable trajectories for batch processes	Duchesne and MacGregor	2000	batch feature extraction optimization
Latent variable multivariate regression modeling	Burnham, MacGregor and Viveros-Aguilera	1999	error in variables PCR reduced rank regression
Acoustic chemometrics - from noise to information	Esbensen, Halstensen, Lied, Saudland, Svalestuen, de Silva and Hope	1998	acoustic noise
Multi-way partial least squares in monitoring batch processes	Nomikos and MacGregor	1995	batch monitoring PLS simulation SPC

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