Wilcoxon Rank Sum Test Drift Detector. - Roberto Souto Maior de Barros; Juan Isidro González Hidalgo; Danilo Rafael de Lima Cabral (Neurocomputing, 2018)

Cosine Similarity Drift Detector. - Juan Isidro González Hidalgo; Laura Maria Palomino Mariño; Roberto Souto Maior de Barros (ICANN (4), 2019)

Improving Fast Adaptive Stacking of Ensembles. - Laura Maria Palomino Mariño; Juan Isidro González Hidalgo; Roberto S. M. Barros; Germano C. Vasconcelos (IJCNN, 2019)

Experimenting with prequential variations for data stream learning evaluation. - Juan Isidro González Hidalgo; Bruno Iran Ferreira Maciel; Roberto S. M. Barros (Comput. Intell., 2019)

An Ultimately Simple Concept Drift Detector for Data Streams. - Bruno Iran Ferreira Maciel; Juan Isidro González Hidalgo; Roberto Souto Maior de Barros (SMC, 2021)

Dynamically Adjusting Diversity in Ensembles for the Classification of Data Streams with Concept Drift. - Juan Isidro González Hidalgo; Silas G. T. C. Santos; Roberto S. M. Barros (ACM Trans. Knowl. Discov. Data, 2022)

Paired k-NN learners with dynamically adjusted number of neighbors for classification of drifting data streams. - Juan Isidro González Hidalgo; Silas G. T. C. Santos; Roberto Souto Maior de Barros (Knowl. Inf. Syst., 2023)