A cost-sensitive active learning technique for the definition of effective training sets for supervised classifiers. - Begüm Demir; Luca Minello; Lorenzo Bruzzone (IGARSS, 2012)

A genetic algorithm based cost-sensitive active learning technique for classification of remote sensing images. - Begüm Demir; Luca Minello; Lorenzo Bruzzone (TyWRRS, 2012)

An Effective Strategy to Reduce the Labeling Cost in the Definition of Training Sets by Active Learning. - Begüm Demir; Luca Minello; Lorenzo Bruzzone (IEEE Geosci. Remote. Sens. Lett., 2014)

Definition of Effective Training Sets for Supervised Classification of Remote Sensing Images by a Novel Cost-Sensitive Active Learning Method. - Begüm Demir; Luca Minello; Lorenzo Bruzzone (IEEE Trans. Geosci. Remote. Sens., 2014)