Cookies Policy
The website need some cookies and similar means to function. If you permit us, we will use those means to collect data on your visits for aggregated statistics to improve our service. Find out More
Accept Reject
  • Menu
Publications

Publications by LIAAD

2025

One-Class Learning for Data Stream Through Graph Neural Networks

Authors
Gôlo, MPS; Gama, J; Marcacini, RM;

Publication
INTELLIGENT SYSTEMS, BRACIS 2024, PT IV

Abstract
In many data stream applications, there is a normal concept, and the objective is to identify normal and abnormal concepts by training only with normal concept instances. This scenario is known in the literature as one-class learning (OCL) for data streams. In this OCL scenario for data streams, we highlight two main gaps: (i) lack of methods based on graph neural networks (GNNs) and (ii) lack of interpretable methods. We introduce OPENCAST (One-class graPh autoENCoder for dAta STream), a new method for data streams based on OCL and GNNs. Our method learns representations while encapsulating the instances of interest through a hypersphere. OPENCAST learns low-dimensional representations to generate interpretability in the representation learning process. OPENCAST achieved state-of-the-art results for data streams in the OCL scenario, outperforming seven other methods. Furthermore, OPENCAST learns low-dimensional representations, generating interpretability in the representation learning process and results.

2025

Interpretable Rules for Online Failure Prediction: A Case Study on the Metro do Porto dataset

Authors
Jakobs, M; Veloso, B; Gama, J;

Publication
CoRR

Abstract

2025

A Deep Learning Framework for Medium-Term Covariance Forecasting in Multi-Asset Portfolios

Authors
Reis, P; Serra, AP; Gama, J;

Publication
CoRR

Abstract

2025

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

Authors
Lourenço, A; Rodrigo, J; Gama, J; Marreiros, G;

Publication
CoRR

Abstract

2025

In-context learning of evolving data streams with tabular foundational models

Authors
Lourenço, A; Gama, J; Xing, EP; Marreiros, G;

Publication
CoRR

Abstract

2025

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

Authors
Lourenço, A; Rodrigo, J; Gama, J; Marreiros, G;

Publication
CoRR

Abstract

  • 5
  • 499