González Martínez, José María; Camacho Páez, José; Ferrer, Alberto(Wiley, 2014-01)
A paramount aspect in the development of a model for a monitoring system is the so-called parameter stability. This is inversely related to the uncertainty, i.e., the variance in the parameters estimates. Noise affects the ...
Camacho Páez, José; Ferrer Riquelme, Alberto José(Elsevier, 2014-02-15)
This is the second paper of a series devoted to provide theoretical and practical results and new algorithms for the selection of the number of Principal Components (PCs) in Principal Component Analysis (PCA) using ...
Camacho Páez, José; Ferrer Riquelme, Alberto José(Wiley, 2012-07)
[EN] Cross-validation has become one of the principal methods to adjust the meta-parameters in predictive models.
Extensions of the cross-validation idea have been proposed to select the number of components in principal
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González Martínez, Jose María; Camacho Paez, Jose; Ferrer, Alberto(Elsevier, 2018-12-15)
[EN] A novel user-friendly graphical interface for process understanding, monitoring and troubleshooting has been developed as a freely available MATLAB toolbox, called the MultiVariate Batch (MVBatch) Toolbox. The main ...