All items in our database (reverse publication date order)

Title	Author(s)	Year	Tags
Product design through multivariate statistical analysis of process data	Jaeckle and MacGregor	1998	model inversion product development simulation
Contribution plots: a missing link in multivariate quality control	Miller, Swanson and Heckler	1998	application contribution plots monitoring SPC
A tutorial on support vector machines for pattern recognition	Burges	1998	classification SVM tutorial
Missing values in principal component analysis	Grung and Manne	1998	missing data multiple imputation PCA
Kernel-PCA algorithms for wide data Part II: fast cross-validation and application in classification of NIR data	Wu, Massart and de Jong	1997	application classification cross validation kernel method NIR
The kernel PCA algorithms for wide data. Part I: theory and algorithms	Wu, Massart and de Jong	1997	kernel method large data
Improved PLS algorithms	Dayal and MacGregor	1997	deflation EWMA kernel method PLS theory
Recursive exponentially weighted PLS and its applications to adaptive control and prediction	Dayal and MacGregor	1997	adaptive kernel method recursive
Multivariate Image Analysis	Geladi and Grahn	1997	hyperspectral image
Mathematical tools for applied multivariate analysis	Carroll, Green and Chaturvedi	1997	eigenvector geometric matrix
Multivariate latent variable regression: Modelling and estimation	Burnham	1997	continuum regression maximum liklihood PLS theory
Multivariate image analysis for real-time process monitoring	Bharati	1997	image monitoring
Using on-line process data to improve quality: challenges for statisticians	MacGregor	1997	monitoring review SPC
Multivariate design and modeling in QSAR	Eriksson and Johansson	1996	D-optimal principle properties QSAR tutorial
Improved process understanding using multiway principal component analysis	Kosanovich, Dahl and Piovoso	1996	batch multiway
Frameworks for latent variable multivariate regression	Burnham, Viveros-Aguilera and MacGregor	1996	PCR reduced rank SIMPLS
Quantitative-structure-effect relationship for some technical nonionic surfactants	Lindgren, Sjöström and Wold	1996	experiments QSAR
Detection and diagnosis of abnormal batch operations based on multi-way principal component analysis	Nomikos	1996	batch contribution plots control charts SPC
Missing data methods in PCA and PLS: score calculations with incomplete observations	Nelson, Taylor and MacGregor	1996	missing data
Multivariate SPC methods for process and product monitoring	Kourti and MacGregor	1996	contribution plots monitoring
Multi-way partial least squares in monitoring batch processes	Nomikos and MacGregor	1995	batch monitoring PLS simulation SPC
A combined theory for PCA and PLS	Höskuldsson	1995	H-principle model size theory
Statistical process control of multivariate processes	MacGregor and Kourti	1995	batch control charts fault diagnosis monitoring PCA SPC
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
Process analysis, monitoring and diagnosis, using multivariate projection methods	Kourti and MacGregor	1995	application monitoring tutorial

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