Afonso Lourenço

According to our database, Afonso Lourenço authored at least 16 papers between 2022 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Axle Sensor Fusion for Online Continual Wheel Fault Detection in Wayside Railway Monitoring.

Afonso Lourenço, Francisca Osório, Diogo Risca, Goreti Marreiros

CoRR, February, 2026

iHOMER+: Incremental multi-view output-specialization for streaming multi-label learning.

Afonso Lourenço, Lara Neves, Alberto Cano, Goreti Marreiros

Inf. Fusion, 2026

Bridging Streaming Continual Learning via In-Context Large Tabular Models.

Afonso Lourenço, João Gama, Eric P. Xing, Goreti Marreiros

Proceedings of the 1st Streaming Continual Learning Bridge at AAAI (StreamingCL 2026) co-located with 40th Annual AAAI Conference on Artificial Intelligence (AAAI 2026), 2026

In-context Learning of Evolving Data Streams with Tabular Foundational Models.

Afonso Lourenço, João Gama, Eric P. Xing, Goreti Marreiros

Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.1, 2026

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

Afonso Lourenço, João Rodrigo, João Gama, Goreti Marreiros

Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

2025

Explainable Anomaly Detection for Industrial IoT Data Streams.

Ana Rita Paupério, Diogo Risca, Afonso Lourenço, Goreti Marreiros, Ricardo Martins

CoRR, December, 2025

Online hierarchical partitioning of the output space in extreme multi-label data stream.

Lara Neves, Afonso Lourenço, Alberto Cano, Goreti Marreiros

CoRR, July, 2025

Continual learning for rotating machinery fault diagnosis with cross-domain environmental and operational variations.

Diogo Risca, Afonso Lourenço, Goreti Marreiros

CoRR, April, 2025

Boosting-inspired online learning with transfer for railway maintenance.

Diogo Risca, Afonso Lourenço, Goreti Marreiros

CoRR, April, 2025

On-device edge learning for IoT data streams: a survey.

Afonso Lourenço, João Rodrigo, João Gama, Goreti Marreiros

CoRR, February, 2025

Online Hierarchical Partitioning of the Output Space in Extreme Multi-Label Data Streams.

Lara Neves, Afonso Lourenço, Alberto Cano, Goreti Marreiros

Proceedings of the ECAI 2025 - 28th European Conference on Artificial Intelligence, 25-30 October 2025, Bologna, Italy, 2025

2024

Time series data mining for railway wheel and track monitoring: a survey.

Afonso Lourenço, Diogo Ribeiro, Marta Fernandes, Goreti Marreiros

Neural Comput. Appl., September, 2024

2023

Online adaptive learning for out-of-round railway wheels detection.

Afonso Lourenço, Jorge Meira, Goreti Marreiros

Proceedings of the 38th ACM/SIGAPP Symposium on Applied Computing, 2023

Automated green machine learning for condition-based maintenance.

Afonso Lourenço, Carolina Ferraz, Jorge Meira, Goreti Marreiros, Verónica Bolón-Canedo, Amparo Alonso-Betanzos

Proceedings of the 31st European Symposium on Artificial Neural Networks, 2023

2022

Using an Explainable Machine Learning Approach to Minimize Opportunistic Maintenance Interventions.

Afonso Lourenço, Marta Fernandes, Alda Canito, Ana de Almeida, Goreti Marreiros

Proceedings of the Highlights in Practical Applications of Agents, Multi-Agent Systems, and Complex Systems Simulation. The PAAMS Collection, 2022

Using simulation to evaluate a concept drift detector for condition based maintenance.

Afonso Lourenço, Marta Fernandes, Goreti Marreiros, Juan Manuel Corchado

Proceedings of the IECON 2022, 2022