Feature Selection from High-Dimensional Data with Very Low Sample Size: A Cautionary Tale

Ludmila I. Kuncheva, Clare E. Matthews, Álvar Arnaiz-González +1

In classification problems, the purpose of feature selection is to identify a small, highly discriminative subset of the original feature set. In many applications, the dataset may…