Gabriel Jonas Aguiar

14 papers B 1Misc 1Journal 11Unranked 1

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Anticipating to Change: A Proactive Approach for Concept Drift Adaptation in Data Streams. Mach. Learn. Juan Valentín Guerrero Cano, Gabriel Jonas Aguiar, Alberto Cano
2026	J	`jnl`	Class Informed Concept Drift Detection in Multi-Class Data Streams. Int. J. Data Sci. Anal. Gabriel Jonas Aguiar, Alberto Cano
2024	J	`jnl`	A comprehensive analysis of concept drift locality in data streams. Knowl. Based Syst. Gabriel Jonas Aguiar, Alberto Cano
2024	J	`jnl`	Dynamic budget allocation for sparsely labeled drifting data streams. Inf. Sci. Gabriel Jonas Aguiar, Alberto Cano
2023	J	`jnl`	A comprehensive analysis of concept drift locality in data streams. CoRR Gabriel Jonas Aguiar, Alberto Cano
2023	Misc	`conf`	An active learning budget-based oversampling approach for partially labeled multi-class imbalanced data streams. SAC Gabriel Jonas Aguiar, Alberto Cano
2023	B	`conf`	Enhancing Concept Drift Detection in Drifting and Imbalanced Data Streams through Meta-Learning. IEEE Big Data Gabriel Jonas Aguiar, Alberto Cano
2023	J	`jnl`	Multiple voice disorders in the same individual: Investigating handcrafted features, multi-label classification algorithms, and base-learners. Speech Commun. Sylvio Barbon, Rodrigo Capobianco Guido, Gabriel Jonas Aguiar, Everton José Santana, Mario Lemes Proença Jr., Hemant A. Patil
2022	J	`jnl`	A survey on learning from imbalanced data streams: taxonomy, challenges, empirical study, and reproducible experimental framework. CoRR Gabriel Jonas Aguiar, Bartosz Krawczyk, Alberto Cano
2022	J	`jnl`	Using meta-learning for multi-target regression. Inf. Sci. Gabriel Jonas Aguiar, Everton José Santana, André C. P. L. F. de Carvalho, Sylvio Barbon Junior
2019	J	`jnl`	A meta-learning approach for selecting image segmentation algorithm. Pattern Recognit. Lett. Gabriel Jonas Aguiar, Rafael Gomes Mantovani, Saulo Martiello Mastelini, André C. P. L. F. de Carvalho, Gabriel F. C. Campos, Sylvio Barbon Junior
2019	J	`jnl`	Machine learning hyperparameter selection for Contrast Limited Adaptive Histogram Equalization. EURASIP J. Image Video Process. Gabriel Fillipe Centini Campos, Saulo Martiello Mastelini, Gabriel Jonas Aguiar, Rafael Gomes Mantovani, Leonimer Flavio de Melo, Sylvio Barbon Junior
2019	—	`conf`	Towards Meta-Learning for Multi-Target Regression Problems. BRACIS Gabriel Jonas Aguiar, Everton José Santana, Saulo Martiello Mastelini, Rafael Gomes Mantovani, Sylvio Barbon Jr.
2019	J	`jnl`	Towards meta-learning for multi-target regression problems. CoRR Gabriel Jonas Aguiar, Everton José Santana, Saulo Martiello Mastelini, Rafael Gomes Mantovani, Sylvio Barbon Jr.