Parameter-free regularization in Extreme Learning Machines with affinity matrices. - Leonardo José Silvestre; André Paim Lemos; João Pedro Braga; Antônio de Pádua Braga (ESANN, 2014)

Dataset structure as prior information for parameter-free regularization of extreme learning machines. - Leonardo José Silvestre; André Paim Lemos; João Pedro Braga; Antônio de Pádua Braga (Neurocomputing, 2015)

Regularization of Extreme Learning Machines with information of spatial relations of the projected data. - Lourenço R. G. Araújo; Luiz C. B. Torres; Leonardo José Silvestre; Carla Caldeira Takahashi; Antônio P. Braga (CoDIT, 2019)

Non-Intrusive Similar Loads Identification. - Aloisio Paixao; Wanderley Celeste; Luis Otavio Rigo Junior; Daniel J. C. Coura; Hélder Rocha; Leonardo José Silvestre; Silvia Rissino (IEEE DataPort, 2019)

A tool to predict the growth of urban regions based on QGIS/MOLUSCE using MapBiomas image time series. - Mario Arthur Sclafani Pujatti; Marconi de Arruda Pereira; Leonardo José Silvestre (GEOINFO, 2022)

Deep learning for multi-class electrical load detection in smart X-energy systems on edge computing devices. - Eduardo L. Pereira; Wanderley Celeste; Leonardo José Silvestre; Jussara F. Fardin; Helder R. O. Rocha (Expert Syst. Appl., 2025)