CAPI - Grupo de Clasificación de Patrones y Análisis de Imágenes - Wine classification with gas sensors combined with Independent Component Analysis and ... (2009)

Wine classification with gas sensors combined with Independent Component Analysis and ... (2009)

Título:	Wine classification with gas sensors combined with Independent Component Analysis and Neural Networks
Autores:	Jesús Lozano, Antonio García, Carlos García, Fernando Álvarez, Ramón Gallardo
Revista:	Lecture Notes in Computer Science
Vol./Pag.:	5517, 1280-1287
Ed./Año:	Springer Verlag, 2009
DOI:	10.1007/978-3-642-02478-8_160
Abstract:	The aim of this work is to demonstrate the alternative of using Independent Component Analysis (ICA) as a dimensionality reduction technique combined with Artificial Neural Networks (ANNs) for wine classification in an electronic nose. ICA has been used to reduce the dimension of the data in order to show in two variables the discrimination capability of the gas sensors array and as a preprocessing tool for further analysis with ANNs for classification purposes.