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João Gama

3 accepted papers

2026

DFDT: Dynamic Fast Decision Tree for IoT Data Stream Mining on Edge Devices

AAAI 2026technical

The Internet of Things generates massive data streams, with edge computing emerging as a key enabler for online IoT applications and 5G networks. Edge solutions facilitate real-time machine learning inference, but also require continuous adaptation to concept drifts. While extensions of the Very Fas

Cited by 0SourcePDFScholar
2026

Salvador Urban Network Transportation (SUNT): A Landmark Spatiotemporal Dataset for Public Transportation (Abstract Reprint)

AAAI 2026technical

Efficient public transportation management is essential for the development of large urban centers, providing several benefits such as comprehensive coverage of population mobility, reduction of transport costs, better control of traffic congestion, and significant reduction of environmental impact

Cited by 0SourcePDFScholar
2022

Turning the Tables: Biased, Imbalanced, Dynamic Tabular Datasets for ML Evaluation

NeurIPS 2022accept

Evaluating new techniques on realistic datasets plays a crucial role in the development of ML research and its broader adoption by practitioners. In recent years, there has been a significant increase of publicly available unstructured data resources for computer vision and NLP tasks. However, tabul…