Multivariate Additive PLS Spline Boosting in Agro-Chemistry Studies. (Articolo in rivista)

Type

• Prodotto della ricerca (Classe)
• Articolo in rivista (Classe)

Label

• Multivariate Additive PLS Spline Boosting in Agro-Chemistry Studies. (Articolo in rivista) (literal)

Anno

• 2012-01-01T00:00:00+01:00 (literal)

Alternative label

• Lombardo R., Durand J.F., Leone A.P. (2012)
  Multivariate Additive PLS Spline Boosting in Agro-Chemistry Studies.
  in Current analytical chemistry (Print)
  (literal)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#autori

• Lombardo R., Durand J.F., Leone A.P. (literal)

Pagina inizio

• 236 (literal)

Pagina fine

• 253 (literal)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#numeroVolume

• 8 (literal)

Rivista

• Current analytical chemistry (Rivista)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#note

• In stampa. http://www.benthamscience.com/cac/UpcomingArticles.htm (literal)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#numeroFascicolo

• 2 (literal)

Note

• ISI Web of Science (WOS) (literal)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#affiliazioni

• Lombardo R. (Unina2); Durand J.F. (Montpellier University, France) (literal)

Titolo

• Multivariate Additive PLS Spline Boosting in Agro-Chemistry Studies. (literal)

Abstract

• Routinely, the multi-response Partial Least-Squares (PLS) is used in regression and classification problems showing good performances in many applied studies. In this paper, we aim to present PLS via spline functions focusing on supervised classification studies and showing how PLS methods historically belong to L2 boosting family. The theory of the PLS boost models is presented and used in classification studies. As a natural enrichment of linear PLS boost, we present its multi-response non-linear version by univariate and bivariate spline functions to transform the predictors. Three case studies of different complexities concerning soils and its products will be discussed, showing the gain in diagnostic provided by the non-linear additive PLS boost discriminant analysis compared to the linear one. (literal)

Prodotto di

• Institute for Agricultural and Forest Systems in the Mediterranean (ISAFoM) (Istituto)
• Vulnerabilità del territorio agricolo e forestale all'uso ed agli stress abiotici (AG.P04.019.001) (Modulo)

Autore CNR

• ANTONIO PASQUALE LEONE (Unità di personale interno)

Insieme di parole chiave

• Parole chiave di "Multivariate Additive PLS Spline Boosting in Agro-Chemistry Studies." (Insieme di parole chiave)

Incoming links:

Prodotto

• Institute for Agricultural and Forest Systems in the Mediterranean (ISAFoM) (Istituto)
• Vulnerabilità del territorio agricolo e forestale all'uso ed agli stress abiotici (AG.P04.019.001) (Modulo)

Autore CNR di

• ANTONIO PASQUALE LEONE (Unità di personale interno)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#rivistaDi

• Current analytical chemistry (Rivista)

Insieme di parole chiave di

• Parole chiave di "Multivariate Additive PLS Spline Boosting in Agro-Chemistry Studies." (Insieme di parole chiave)