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dc.contributor.author
Allegrini, Franco
dc.contributor.author
Fernández Pierna, J. A.
dc.contributor.author
Fragoso, W. D.
dc.contributor.author
Olivieri, Alejandro Cesar
dc.contributor.author
Baeten, V.
dc.contributor.author
Dardenne, P.
dc.date.available
2018-07-19T17:35:08Z
dc.date.issued
2016-08
dc.identifier.citation
Allegrini, Franco; Fernández Pierna, J. A.; Fragoso, W. D.; Olivieri, Alejandro Cesar; Baeten, V.; et al.; Regression models based on new local strategies for near infrared spectroscopic data; Elsevier Science; Analytica Chimica Acta; 933; 8-2016; 50-58
dc.identifier.issn
0003-2670
dc.identifier.uri
http://hdl.handle.net/11336/52648
dc.description.abstract
In this work, a comparative study of two novel algorithms to perform sample selection in local regression based on Partial Least Squares Regression (PLS) is presented. These methodologies were applied for Near Infrared Spectroscopy (NIRS) quantification of five major constituents in corn seeds and are compared and contrasted with global PLS calibrations. Validation results show a significant improvement in the prediction quality when local models implemented by the proposed algorithms are applied to large data bases.
dc.format
application/pdf
dc.language.iso
eng
dc.publisher
Elsevier Science
dc.rights
info:eu-repo/semantics/openAccess
dc.rights.uri
https://creativecommons.org/licenses/by-nc-sa/2.5/ar/
dc.subject
Local Regression Models
dc.subject
Near Infrared Spectroscopy
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Partial Least Squares Regression
dc.subject.classification
Otras Ciencias Químicas
dc.subject.classification
Ciencias Químicas
dc.subject.classification
CIENCIAS NATURALES Y EXACTAS
dc.title
Regression models based on new local strategies for near infrared spectroscopic data
dc.type
info:eu-repo/semantics/article
dc.type
info:ar-repo/semantics/artículo
dc.type
info:eu-repo/semantics/publishedVersion
dc.date.updated
2018-07-18T20:43:51Z
dc.journal.volume
933
dc.journal.pagination
50-58
dc.journal.pais
Países Bajos
dc.journal.ciudad
Amsterdam
dc.description.fil
Fil: Allegrini, Franco. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Rosario. Instituto de Química Rosario. Universidad Nacional de Rosario. Facultad de Ciencias Bioquímicas y Farmacéuticas. Instituto de Química Rosario; Argentina
dc.description.fil
Fil: Fernández Pierna, J. A.. Walloon Agricultural Research Centre; Bélgica
dc.description.fil
Fil: Fragoso, W. D.. Universidade Federal da Paraíba; Brasil
dc.description.fil
Fil: Olivieri, Alejandro Cesar. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Rosario. Instituto de Química Rosario. Universidad Nacional de Rosario. Facultad de Ciencias Bioquímicas y Farmacéuticas. Instituto de Química Rosario; Argentina
dc.description.fil
Fil: Baeten, V.. Walloon Agricultural Research Centre; Bélgica
dc.description.fil
Fil: Dardenne, P.. Walloon Agricultural Research Centre; Bélgica
dc.journal.title
Analytica Chimica Acta
dc.relation.alternativeid
info:eu-repo/semantics/altIdentifier/doi/https://dx.doi.org/10.1016/j.aca.2016.07.006
dc.relation.alternativeid
info:eu-repo/semantics/altIdentifier/url/https://www.sciencedirect.com/science/article/pii/S0003267016308273
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