Cerqueira, Vítor

14 publications

AAAI 2025 Cherry-Picking in Time Series Forecasting: How to Select Datasets to Make Your Model Shine Luis Roque, Vítor Cerqueira, Carlos Soares, Luís Torgo

ECML-PKDD 2025 MASTFM: Meta-Learning and Data Augmentation to Stress Test Forecasting Models Ricardo Inácio, Vítor Cerqueira, Marília Barandas, Carlos Soares

ECML-PKDD 2025 Machine Learning for Data Streams with CapyMOA Yibin Sun, Heitor Murilo Gomes, Anton Lee, Nuwan Gunasekara, Guilherme Weigert Cassales, Justin Liu, Marco Heyden, Vítor Cerqueira, Maroua Bahri, Yun Sing Koh, Bernhard Pfahringer, Albert Bifet

MLJ 2025 Mast: Interpretable Stress Testing via Meta-Learning for Forecasting Model Robustness Evaluation Ricardo Inácio, Vítor Cerqueira, Marília Barandas, Carlos Soares

MLJ 2025 Modelradar: Aspect-Based Forecast Evaluation Vítor Cerqueira, Luis Roque, Carlos Soares

AAAI 2025 Stress-Testing of Multimodal Models in Medical Image-Based Report Generation Flávia Carvalhido, Henrique Lopes Cardoso, Vítor Cerqueira

MLJ 2024 VEST: Automatic Feature Engineering for Forecasting Vítor Cerqueira, Nuno Moniz, Carlos Soares

MLJ 2023 Automated Imbalanced Classification via Layered Learning Vítor Cerqueira, Luís Torgo, Paula Branco, Colin Bellinger

MLJ 2023 Early Anomaly Detection in Time Series: A Hierarchical Approach for Predicting Critical Health Episodes Vítor Cerqueira, Luís Torgo, Carlos Soares

MLJ 2023 STUDD: A Student-Teacher Method for Unsupervised Concept Drift Detection Vítor Cerqueira, Heitor Murilo Gomes, Albert Bifet, Luís Torgo

MLJ 2020 Evaluating Time Series Forecasting Models: An Empirical Study on Performance Estimation Methods Vítor Cerqueira, Luís Torgo, Igor Mozetic

MLJ 2019 Arbitrage of Forecasting Experts Vítor Cerqueira, Luís Torgo, Fábio Pinto, Carlos Soares

ECML-PKDD 2018 Constructive Aggregation and Its Application to Forecasting with Dynamic Ensembles Vítor Cerqueira, Fábio Pinto, Luís Torgo, Carlos Soares, Nuno Moniz

ECML-PKDD 2017 Arbitrated Ensemble for Time Series Forecasting Vítor Cerqueira, Luís Torgo, Fábio Pinto, Carlos Soares