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TITLE: Modelradar: aspect-based forecast evaluation Full Text
AUTHORS: Cerqueira, Vitor ; Roque, Luis; Soares, Carlos ;
PUBLISHED: 2025, SOURCE: MACHINE LEARNING, VOLUME: 114, ISSUE: 10

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TITLE: Online Data Augmentation for Forecasting with Deep Learning
AUTHORS: Vítor Cerqueira ; Moisés Santos; Luis Roque; Yassine Baghoussi; Carlos Soares ;
PUBLISHED: 2025, SOURCE: Progress in Artificial Intelligence - 24th EPIA Conference on Artificial Intelligence, EPIA 2025, Faro, Portugal, October 1-3, 2025, Proceedings, Part I, VOLUME: 16121

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TITLE: PrivateCTGAN: Adapting GAN for Privacy-Aware Tabular Data Sharing
AUTHORS: Lopes, Frederico; Soares, Carlos ; Cortez, Paulo ;
PUBLISHED: 2025, SOURCE: 8th European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases in MACHINE LEARNING AND PRINCIPLES AND PRACTICE OF KNOWLEDGE DISCOVERY IN DATABASES, ECML PKDD 2023, PT II, VOLUME: 2134

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TITLE: Reducing algorithm configuration spaces for efficient search
AUTHORS: Freitas, Fernando; Brazdil, Pavel; Soares, Carlos ;
PUBLISHED: 2025, SOURCE: INTERNATIONAL JOURNAL OF DATA SCIENCE AND ANALYTICS, VOLUME: 20, ISSUE: 5

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TITLE: Simulating Biases for Interpretable Fairness in Offline and Online Classifiers
AUTHORS: Ricardo Inácio ; Zafeiris Kokkinogenis; Vítor Cerqueira; Carlos Soares ;
PUBLISHED: 2025, SOURCE: CoRR, VOLUME: abs/2507.10154

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TITLE: Time Series Data Augmentation as an Imbalanced Learning Problem
AUTHORS: Cerqueira, Vitor ; Moniz, Nuno; Inacio, Ricardo; Soares, Carlos ;
PUBLISHED: 2025, SOURCE: 23rd EPIA Conference on Artificial Intelligence-EPIA in PROGRESS IN ARTIFICIAL INTELLIGENCE, EPIA 2024, PT II, VOLUME: 14968

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TITLE: An Empirical Evaluation of DeepAR for Univariate Time Series Forecasting
AUTHORS: Ricardo Urjais Gomes; Carlos Soares ; Luís Paulo Reis ;
PUBLISHED: 2024, SOURCE: 23rd EPIA Conference on Artificial Intelligence, EPIA 2024 in Progress in Artificial Intelligence - 23rd EPIA Conference on Artificial Intelligence, EPIA 2024, Viana do Castelo, Portugal, September 3-6, 2024, Proceedings, Part III, VOLUME: 14969

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TITLE: Association of Grad-CAM, LIME and Multidimensional Fractal Techniques for the Classification of H&E Images
AUTHORS: Thales R S Lopes; Guilherme Freire Roberto; Carlos Soares ; Thaína A A Tosta; Adriano Barbosa Silva; Adriano M Loyola; Sérgio V Cardoso; Paulo Rogério de Faria; Marcelo Zanchetta do Nascimento; Leandro Alves Neves;
PUBLISHED: 2024, SOURCE: 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, VISIGRAPP 2024 in Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, VISIGRAPP 2024, Volume 2: VISAPP, Rome, Italy, February 27-29, 2024., VOLUME: 2

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TITLE: CNP-MLDM: Contract Net Protocol for Negotiation in Machine Learning Data Market PDF
AUTHORS: Hajar Baghcheband; Carlos Soares ; Luís Paulo Reis ;
PUBLISHED: 2024, SOURCE: 2024 Discovery Science Late Breaking Contributions, DS-LB 2024 in Proceedings of the Discovery Science Late Breaking Contributions 2024 (DS-LB 2024) co-located with 27th International Conference Discovery Science 2024 (DS 2024), Pisa, Italy, 14-16 October 2024., VOLUME: 3928

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