| A comparative study on concept drift detectors PM Gonçalves Jr, SGT de Carvalho Santos, RSM Barros, DCL Vieira Expert Systems with Applications 41 (18), 8144-8156, 2014 | 208 | 2014 |
| RDDM: Reactive drift detection method RSM Barros, DRL Cabral, PM Gonçalves Jr, SGTC Santos Expert Systems with Applications 90, 344-355, 2017 | 173 | 2017 |
| A large-scale comparison of concept drift detectors RSM Barros, SGTC Santos Information Sciences 451, 348-370, 2018 | 162 | 2018 |
| An overview and comprehensive comparison of ensembles for concept drift RSM de Barros, SGT de Carvalho Santos Information Fusion 52, 213-244, 2019 | 85 | 2019 |
| A boosting-like online learning ensemble RSM de Barros, SGT de Carvalho Santos, PMG Júnior 2016 International Joint Conference on Neural Networks (IJCNN), 1871-1878, 2016 | 71 | 2016 |
| A lightweight concept drift detection ensemble BIF Maciel, SGTC Santos, RSM Barros 2015 IEEE 27th International Conference on Tools with Artificial …, 2015 | 65 | 2015 |
| Speeding up recovery from concept drifts SGTC Santos, PM Gonçalves Júnior, GDS Silva, RSM de Barros Machine Learning and Knowledge Discovery in Databases: European Conference …, 2014 | 64 | 2014 |
| Online adaboost-based methods for multiclass problems SGTC Santos, RSM de Barros Artificial Intelligence Review 53 (2), 1293-1322, 2020 | 42 | 2020 |
| A differential evolution based method for tuning concept drift detectors in data streams SGTC Santos, RSM Barros, PM Gonçalves Jr Information Sciences 485, 376-393, 2019 | 31 | 2019 |
| Optimizing the parameters of drift detection methods using a genetic algorithm SGTC Santos, RSM Barros, PMG Júnior 2015 IEEE 27th International Conference on Tools with Artificial …, 2015 | 26 | 2015 |
| MOAManager: A tool to support data stream experiments BIF Maciel, SGTC Santos, RSM Barros Software: Practice and Experience 50 (4), 325-334, 2020 | 15 | 2020 |
| Dynamically Adjusting Diversity in Ensembles for the Classification of Data Streams with Concept Drift JIG Hidalgo, SGTC Santos, RSM Barros ACM Transactions on Knowledge Discovery from Data (TKDD) 16 (2), 1-20, 2021 | 8 | 2021 |
| Spectral analysis and optimization of the condition number problem HAC Cardoso, S de Barros Melo, RM de Abreu Silva, SAL de Carvalho, ... Computer Physics Communications 258, 107587, 2021 | 5 | 2021 |
| Evaluating k-NN in the Classification of Data Streams with Concept Drift RSM de Barros, SGTC Santos, JP Barddal arXiv preprint arXiv:2210.03119, 2022 | 3 | 2022 |
| Statistical tests ensemble drift detector JLM Pérez, RSM Barros, SGTC Santos 2020 IEEE Symposium Series on Computational Intelligence (SSCI), 1021-1028, 2020 | 3 | 2020 |
| Paired k-NN learners with dynamically adjusted number of neighbors for classification of drifting data streams JIG Hidalgo, SGTC Santos, RSM de Barros Knowledge and Information Systems, 1-30, 2022 | 1 | 2022 |
| Online boosting para problemas multiclasse SGTC SANTOS Universidade Federal de Pernambuco, 2019 | 1 | 2019 |
| Avaliação criteriosa dos algoritmos de detecção de concept drifts SGTC SANTOS Universidade Federal de Pernambuco, 2015 | | 2015 |
Roberto S. M. BarrosProfessor of Computer Science, CIn-UFPE, BrazilE-mail confirmado em cin.ufpe.br
