Researcher profile

Roberto Souto Maior de Barros

2 papers in the PaperMetrix corpus

Publications

Papers by this author

  1. An Ultimately Simple Concept Drift Detector for Data Streams

    2021 · 2021 IEEE International Conference on Systems, Man, and Cybernetics (SMC)

    This research presents a novel and simple approach to the concept drift detection problem, a fundamental issue in data stream mining because the generated models need to be updated when significant changes in the underlying …

  2. Enhancing Semi-Supervised Learning With Concept Drift Detection and Self-Training: A Study on Classifier Diversity and Performance

    2025 · IEEE Access

    Machine learning algorithms that assist in decision-making are becoming crucial in several areas, such as healthcare, finance, marketing, etc. Algorithms exposed to a larger and more relevant amount of training data tend to perform better. …