- -

Cross-validation in PCA models with the element-wise k-fold (ekf) algorithm: Practical Aspects

RiuNet: Institutional repository of the Polithecnic University of Valencia

Share/Send to

Cited by

Statistics

Cross-validation in PCA models with the element-wise k-fold (ekf) algorithm: Practical Aspects

Show full item record

Camacho Páez, J.; Ferrer Riquelme, AJ. (2014). Cross-validation in PCA models with the element-wise k-fold (ekf) algorithm: Practical Aspects. Chemometrics and Intelligent Laboratory Systems. 131:37-50. doi:10.1016/j.chemolab.2013.12.003

Por favor, use este identificador para citar o enlazar este ítem: http://hdl.handle.net/10251/52302

Files in this item

Item Metadata

Title: Cross-validation in PCA models with the element-wise k-fold (ekf) algorithm: Practical Aspects
Author:
UPV Unit: Universitat Politècnica de València. Departamento de Ingeniería de Sistemas y Automática - Departament d'Enginyeria de Sistemes i Automàtica
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:
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 ...[+]
Subjects: Principal Component Analysis , Number of components , Cross-validation , Missing data , Compression
Copyrigths: Reserva de todos los derechos
Source:
Chemometrics and Intelligent Laboratory Systems. (issn: 0169-7439 )
DOI: 10.1016/j.chemolab.2013.12.003
Publisher:
Elsevier
Publisher version: http://dx.doi.org/10.1016/j.chemolab.2013.12.003
Thanks:
Research in this area was partially supported by the Spanish Ministry of Science and Innovation and FEDER funds from the European Union through grants DPI2008-06880-C03-01, DPI2008-06880-C03-03 and TEC2011-22579 and the ...[+]
Type: Artículo

This item appears in the following Collection(s)

Show full item record