The Role of Deep Learning in Financial Asset Management: A Systematic Review

Authors: Reis, Pedro, Serra, Ana Paula, Gama, João

Subject Terms: Quantitative Finance - General Finance, Computer Science - Computational Engineering, Finance, and Science, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2503.01591

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

Authors: Reis, Pedro, Serra, Ana Paula, Gama, João

Subject Terms: Computer Science - Computational Engineering, Finance, and Science

Access URL: http://arxiv.org/abs/2503.01581

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

Authors: Lourenço, Afonso, Rodrigo, João, Gama, João, Marreiros, Goreti

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2502.17788

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

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

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2502.16840

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

Authors: Lourenço, Afonso, Rodrigo, João, Gama, João, Marreiros, Goreti

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Networking and Internet Architecture

Access URL: http://arxiv.org/abs/2502.14011

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

Authors: Jakobs, Matthias, Veloso, Bruno, Gama, Joao

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2502.07394

Histogram Approaches for Imbalanced Data Streams Regression

Authors: Aminian, Ehsan, Ribeiro, Rita P., Gama, Joao

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2501.17568

Deep Neural Network Model Compression and Signal Processing

Authors: Ukil, Arijit, Majumdar, Angshul, Jara, Antonio J., Gama, Joao

Source: 2024 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW) Acoustics, Speech, and Signal Processing Workshops (ICASSPW), 2024 IEEE International Conference on. :179-183 Apr, 2024

Relation: 2024 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW)

A Systematic Review on Long-Tailed Learning

Authors: Zhang, Chongsheng, Almpanidis, George, Fan, Gaojuan, Deng, Binquan, Zhang, Yanbo, Liu, Ji, Kamel, Aouaidjia, Soda, Paolo, Gama, João

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Multimedia

Access URL: http://arxiv.org/abs/2408.00483

Artificial Intelligence Approaches for Predictive Maintenance in the Steel Industry: A Survey

Authors: Jakubowski, Jakub, Wojak-Strzelecka, Natalia, Ribeiro, Rita P., Pashami, Sepideh, Bobek, Szymon, Gama, Joao, Nalepa, Grzegorz J

Subject Terms: Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2405.12785

Aequitas Flow: Streamlining Fair ML Experimentation

Authors: Jesus, Sérgio, Saleiro, Pedro, Silva, Inês Oliveira e, Jorge, Beatriz M., Ribeiro, Rita P., Gama, João, Bizarro, Pedro, Ghani, Rayid

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computers and Society

Access URL: http://arxiv.org/abs/2405.05809

A Neuro-Symbolic Explainer for Rare Events: A Case Study on Predictive Maintenance

Authors: Gama, João, Ribeiro, Rita P., Mastelini, Saulo, Davarid, Narjes, Veloso, Bruno

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2404.14455

Super-Resolution Analysis for Landfill Waste Classification

Authors: Molina, Matias, Ribeiro, Rita P., Veloso, Bruno, Gama, João

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2404.01790

S+t-SNE -- Bringing Dimensionality Reduction to Data Streams

Authors: Vieira, Pedro C., Montrezol, João P., Vieira, João T., Gama, João

Source: Advances in Intelligent Data Analysis XXII. IDA 2024. Lecture Notes in Computer Science, vol 14642., pp 95-106 (2024). Springer, Cham

Subject Terms: Computer Science - Artificial Intelligence, Computer Science - Information Retrieval

Access URL: http://arxiv.org/abs/2403.17643

Unveiling Group-Specific Distributed Concept Drift: A Fairness Imperative in Federated Learning

Authors: Salazar, Teresa, Gama, João, Araújo, Helder, Abreu, Pedro Henriques

Subject Terms: Computer Science - Machine Learning, 68T01, I.2.m

Access URL: http://arxiv.org/abs/2402.07586

An Algorithm Adaptation Method for Multi-Label Stream Classification using Self-Organizing Maps

Authors: Cerri, Ricardo, Faria, Elaine R., Gama, Joao

Source: 2022 21st IEEE International Conference on Machine Learning and Applications (ICMLA) ICMLA Machine Learning and Applications (ICMLA), 2022 21st IEEE International Conference on. :1071-1076 Dec, 2022

Relation: 2022 21st IEEE International Conference on Machine Learning and Applications (ICMLA)

Explainable Predictive Maintenance

Authors: Pashami, Sepideh, Nowaczyk, Slawomir, Fan, Yuantao, Jakubowski, Jakub, Paiva, Nuno, Davari, Narjes, Bobek, Szymon, Jamshidi, Samaneh, Sarmadi, Hamid, Alabdallah, Abdallah, Ribeiro, Rita P., Veloso, Bruno, Sayed-Mouchaweh, Moamar, Rajaoarisoa, Lala, Nalepa, Grzegorz J., Gama, João

Subject Terms: Computer Science - Artificial Intelligence, I.2.1

Access URL: http://arxiv.org/abs/2306.05120

Bayesian Federated Learning: A Survey

Authors: Cao, Longbing, Chen, Hui, Fan, Xuhui, Gama, Joao, Ong, Yew-Soon, Kumar, Vipin

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Distributed, Parallel, and Cluster Computing

Access URL: http://arxiv.org/abs/2304.13267

Modeling Events and Interactions through Temporal Processes -- A Survey

Authors: Liguori, Angelica, Caroprese, Luciano, Minici, Marco, Veloso, Bruno, Spinnato, Francesco, Nanni, Mirco, Manco, Giuseppe, Gama, Joao

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2303.06067

Predictive maintenance based on anomaly detection using deep learning for air production unit in the railway industry

Authors: Davari, Narjes, Veloso, Bruno, Ribeiro, Rita P., Pereira, Pedro Mota, Gama, Joao

Source: 2021 IEEE 8th International Conference on Data Science and Advanced Analytics (DSAA) Data Science and Advanced Analytics (DSAA), 2021 IEEE 8th International Conference on. :1-10 Oct, 2021

Relation: 2021 IEEE 8th International Conference on Data Science and Advanced Analytics (DSAA)