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Effect of Denoising in Band Selection for Regression Tasks in Hyperspectral Datasets
Latorre Carmona, Pedro; Martínez Sotoca, José; Pla, Filiberto; Bioucas-Dias, José; Julià Ferré, Carme Institute of Electrical and Electronics Engineers (IEEE) (2013)This paper presents a comparative analysis of six band selection methods applied to hyperspectral datasets for biophysical variable estimation problems, where the effect of denoising on band selection performance has ... -
Feature selection in regression tasks using conditional mutual information
Latorre Carmona, Pedro; Martínez Sotoca, José; Pla, Filiberto; Phoa, Frederick K. H.; Bioucas-Dias, José Springer (2011)This paper presents a supervised feature selection method applied to regression problems. The selectionmethod uses a Dissimilarity matrix originally developed for classification problems, whose applicability is extended ...