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PCA model building with missing data: New proposals and a comparative study

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PCA model building with missing data: New proposals and a comparative study

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Folch-Fortuny, A.; Arteaga Moreno, FJ.; Ferrer Riquelme, AJ. (2015). PCA model building with missing data: New proposals and a comparative study. Chemometrics and Intelligent Laboratory Systems. 146:77-88. https://doi.org/10.1016/j.chemolab.2015.05.006

Por favor, use este identificador para citar o enlazar este ítem: http://hdl.handle.net/10251/64900

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Title: PCA model building with missing data: New proposals and a comparative study
Author: Folch-Fortuny, Abel ARTEAGA MORENO, FRANCISCO JAVIER Ferrer Riquelme, Alberto José
UPV Unit: Universitat Politècnica de València. Departamento de Estadística e Investigación Operativa Aplicadas y Calidad - Departament d'Estadística i Investigació Operativa Aplicades i Qualitat
Issued date:
Abstract:
[EN] This paper introduces new methods for building principal component analysis (PCA) models with missing data: projection to the model plane (PMP), known data regression (KDR), KDR with principal component regression ...[+]
Subjects: Missing data , PCA model building , PCA model exploitation
Copyrigths: Reserva de todos los derechos
Source:
Chemometrics and Intelligent Laboratory Systems. (issn: 0169-7439 ) (eissn: 1873-3239 )
DOI: 10.1016/j.chemolab.2015.05.006
Publisher:
Elsevier
Publisher version: https://dx.doi.org/10.1016/j.chemolab.2015.05.006
Project ID:
info:eu-repo/grantAgreement/MICINN//DPI2011-28112-C04-02/ES/MONITORIZACION, INFERENCIA, OPTIMIZACION Y CONTROL MULTI-ESCALA: DE CELULAS A BIORREACTORES. (MULTISCALES)/
info:eu-repo/grantAgreement/MINECO//ECO2013-43353-R/ES/CREAR CAPITAL DE MARCA E INNOVAR A TRAVES DE LA RELACION: OPORTUNIDADES PARA LA EMPRESA TURISTICA MEDIANTE LOS AVANCES EN LAS TIC/
Thanks:
Research in this study was partially supported by the Spanish Ministry of Science and Innovation and FEDER funds from the European Union through grant DPI2011-28112-C04-02, and the Spanish Ministry of Economy and Competitiveness ...[+]
Type: Artículo

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