3 papers
cs.LG2026
A robust methodology for long-term sustainability evaluation of Machine Learning models
Jorge Paz-Ruza, João Gama, Amparo Alonso-Betanzos +1
Sustainability and efficiency have become essential considerations in the development and deployment of Artificial Intelligence systems, but existing regulatory practices for Green…
cs.LG2025
A Systematic Literature Review on Multi-label Data Stream Classification
H. Freire-Oliveira, E. R. F. Paiva, J. Gama +2
Classification in the context of multi-label data streams represents a challenge that has attracted significant attention due to its high real-world applicability. However, this ta…
cs.AI2025
S+t-SNE -- Bringing Dimensionality Reduction to Data Streams
Pedro C. Vieira, João P. Montrezol, João T. Vieira +1
We present S+t-SNE, an adaptation of the t-SNE algorithm designed to handle infinite data streams. The core idea behind S+t-SNE is to update the t-SNE embedding incrementally as ne…