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Search across titles, abstracts, and (where available) the full article text. Author last-name typos are matched fuzzily.

Title	Author(s)	Year	Tags
Multi-way principal components- and PLS-analysis	Wold, Geladi, Esbensen and Öhman	1987	calibration HPLC multiway PCA PLS tutorial
Monitoring batch processes using multiway principal component analysis	Nomikos and MacGregor	1994	application batch monitoring multiway
Multivariate image analysis: A review with applications	Prats-Montalbán, De Juan and Ferrer	2011	hyperspectral image review texture
Dealing with missing data in MSPC: several methods, different interpretations, some examples	Arteaga and Ferrer	2002	missing data monitoring
PLS modeling with latent variables in two or more dimensions	Wold, Hellberg, Lundstedt and Sjöström	1987	chemometrics multiblock
Multivariate analysis and optimization of process variable trajectories for batch processes	Duchesne and MacGregor	2000	batch feature extraction optimization
Fault diagnosis with multivariate statistical models part I: using steady state fault signatures	Yoon and MacGregor	2001	fault diagnosis monitoring
Troubleshooting of an industrial batch process using multivariate methods	García-Muñoz, Kourti, MacGregor, Mateos and Murphy	2003	alignment application batch troubleshooting
A multiblock partial least squares algorithm for investigating complex chemical systems	Wangen and Kowalski	1989	multiblock PLS
Multivariate statistical analysis of data from an industrial fluidized catalytic cracking process using PCA and PLS	Slama	1991	application hierarchical historical refinery troubleshooting
Improvement of processes and product quality through multivariate data analysis	Duchesne	2000	batch bootstrap jackknife optimization specifications
On the extraction of spectral and spatial information from images	Liu and MacGregor	2007	hyperspectral image multiresolution spatial wavelet
Machine vision for process industries: Monitoring, control, and optimization of visual quality of processes and products	Liu	2004	image texture wavelet
Image texture analysis: methods and comparisons	Bharati, Liu and MacGregor	2004	appearance feature extraction image
Predictive ability of regression models. Part I: Standard deviation of prediction errors (SDEP)	Cruciani, Baroni, Clementi, Costantino, Riganelli and Skagerberg	1992	cross validation PLS prediction error regression
Multivariate monitoring of batch processes using batch-to-batch information	Flores-Cerrillo and MacGregor	2004	batch monitoring SPC
The kernel PCA algorithms for wide data. Part I: theory and algorithms	Wu, Massart and de Jong	1997	kernel method large data
The Mahalanobis distance	De Maesschalck, Jouan-Rimbaud and Massart	2000	Hotelling's T2 tutorial
The kernel algorithm for PLS	Lindgren, Geladi and Wold	1993	image kernel method large data
SIMPLS: An alternative approach to partial least squares regression	de Jong	1993	PLS theory
Comparing alternative approaches for multivariate statistical analysis of batch process data	Westerhuis, Kourti and MacGregor	1999	alignment batch multiway
Principles of proper validation: use and abuse of re-sampling for validation	Esbensen and Geladi	2010	cross validation resampling
Multi-way partial least squares in monitoring batch processes	Nomikos and MacGregor	1995	batch monitoring PLS simulation SPC
Kernel-based PLS regression; cross-validation and applications to spectral data	Lindgren, Geladi and Wold	1994	application cross validation image kernel method
A systematic approach for soft sensor development	Lin, Recke, Knudsen and Jørgensen	2007	robust soft sensors

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