RUSE-WARMR: Rule Selection for Classifier Induction in Multi-relational Data-Sets. - Carlos Abreu Ferreira; João Gama 001; Vítor Santos Costa (ICTAI (1), 2008)

Sequential Pattern Mining in Multi-relational Datasets. - Carlos Abreu Ferreira; João Gama 001; Vítor Santos Costa (CAEPIA, 2009)

Constrained Sequential Pattern Knowledge in Multi-relational Learning. - Carlos Abreu Ferreira; João Gama 001; Vítor Santos Costa (EPIA, 2011)

Predictive Sequence Miner in ILP Learning. - Carlos Abreu Ferreira; João Gama 001; Vítor Santos Costa (ILP, 2011)

Sequential Pattern Knowledge in Multi-Relational Learning. - Carlos Abreu Ferreira; João Gama 001; Vítor Santos Costa (ISCIS, 2011)

Predicting Ramp Events with a Stream-Based HMM Framework. - Carlos Abreu Ferreira; João Gama 001; Vítor Santos Costa; Vladimiro Miranda; Audun Botterud (Discovery Science, 2012)

Identifying Relationships in Transactional Data. - Melissa Rodrigues; João Gama 001; Carlos Abreu Ferreira (IBERAMIA, 2012)

Bus Bunching Detection by Mining Sequences of Headway Deviations. - Luís Moreira-Matias; Carlos Ferreira 007; João Gama 001; João Mendes-Moreira 001; Jorge Freire de Sousa (ICDM, 2012)

Learning Model Rules From High-Speed Data Streams. - Ezilda Almeida; Carlos Ferreira 007; João Gama 001 (UDM@IJCAI, 2013)

Adaptive Model Rules from Data Streams. - Ezilda Almeida; Carlos Ferreira 007; João Gama 001 (ECML/PKDD (1), 2013)

Exploring multi-relational temporal databases with a propositional sequence miner. - Carlos Abreu Ferreira; João Gama 001; Vítor Santos Costa (Prog. Artif. Intell., 2015)

Automatic Classification of Anuran Sounds Using Convolutional Neural Networks. - Juan Gabriel Colonna; Tanel Peet; Carlos Abreu Ferreira; Alípio Mário Jorge; Elsa Ferreira Gomes; João Gama 001 (C3S2E, 2016)

Classifying Heart Sounds Using Images of MFCC and Temporal Features. - Diogo Marcelo Nogueira; Carlos Abreu Ferreira; Alípio M. Jorge (EPIA, 2017)

Acute Kidney Injury Detection: An Alarm System to Improve Early Treatment. - Ana Rita Nogueira; Carlos Abreu Ferreira; João Gama 001 (ISMIS, 2017)

Artificial Neural Networks Classification of Patients with Parkinsonism based on Gait. - Carlos Fernandes; Luis Fonseca; Flora J. Ferreira; Miguel F. Gago; Luís Costa; Nuno J. Sousa; Carlos Ferreira 007; João Gama 001; Wolfram Erlhagen; Estela Bicho (BIBM, 2018)

Agribusiness Intelligence: Grape Production Forecast Using Data Mining Techniques. - Rosana Cavalcante de Oliveira; João Mendes-Moreira 001; Carlos Abreu Ferreira (WorldCIST (3), 2018)

Improving acute kidney injury detection with conditional probabilities. - Ana Rita Nogueira; Carlos Abreu Ferreira; João Gama 001 (Intell. Data Anal., 2018)

Using Soft Attention Mechanisms to Classify Heart Sounds. - Jorge Oliveira 002; Diogo Marcelo Nogueira; Cléber Ramos; Francesco Renna; Carlos Ferreira 007; Miguel T. Coimbra (EMBC, 2019)

Heart Sounds Classification Using Images from Wavelet Transformation. - Diogo Marcelo Nogueira; Mohammad Nozari Zarmehri; Carlos Abreu Ferreira; Alípio M. Jorge; Luis Antunes 001 (EPIA (1), 2019)

Sequence and Network Mining of Touristic Routes Based on Flickr Geotagged Photos. - Ana Silva; Pedro Campos 001; Carlos Ferreira 007 (EPIA (2), 2019)

Classifying Heart Sounds Using Images of Motifs, MFCC and Temporal Features. - Diogo Marcelo Nogueira; Carlos Abreu Ferreira; Elsa Ferreira Gomes; Alípio M. Jorge (J. Medical Syst., 2019)

Contrasting logical sequences in multi-relational learning. - Carlos Abreu Ferreira; João Gama 001; Vítor Santos Costa (Prog. Artif. Intell., 2019)

Brain-Computer Interaction and Silent Speech Recognition on Decentralized Messaging Applications. - Luís Arteiro; Fábio Lourenço; Paula Escudeiro; Carlos Ferreira 007 (HCI (40), 2020)

Improving Prediction with Causal Probabilistic Variables. - Ana Rita Nogueira; João Gama 001; Carlos Abreu Ferreira (IDA, 2020)

A Multi-spot Murmur Sound Detection Algorithm and Its Application to a Pediatric and Neonate Population. - Marisa Oliveira; Jorge Oliveira 002; Rui Camacho; Carlos Ferreira 007 (BIOSIGNALS, 2021)

Do we really need a segmentation step in heart sound classification algorithms? - Jorge Oliveira 002; Diogo Marcelo Nogueira; Francesco Renna; Carlos Ferreira 007; Alípio M. Jorge; Miguel Tavares Coimbra (EMBC, 2021)

Predicting Predawn Leaf Water Potential up to Seven Days Using Machine Learning. - Ahmed A. Fares; Fábio Vasconcelos; João Mendes-Moreira 001; Carlos Ferreira 007 (EPIA, 2021)

Generalised Partial Association in Causal Rules Discovery. - Ana Rita Nogueira; Carlos Ferreira 007; João Gama 001; Alberto A. Pinto (EPIA, 2021)

Decision Support System for Facility Location Problems in Fleet Management. - João Martins; Goreti Marreiros; Carlos Abreu Ferreira (ISAmI, 2021)

The robustness of Random Forest and Support Vector Machine Algorithms to a Faulty Heart Sound Segmentation. - Jorge Oliveira 002; Diogo Marcelo Nogueira; Carlos Ferreira 007; Alípio M. Jorge; Miguel T. Coimbra (EMBC, 2022)

Temporal Nodes Causal Discovery for in Intensive Care Unit Survival Analysis. - Ana Rita Nogueira; Carlos Abreu Ferreira; João Gama 001 (EPIA, 2022)

Semi-causal decision trees. - Ana Rita Nogueira; Carlos Abreu Ferreira; João Gama 001 (Prog. Artif. Intell., 2022)

The CirCor DigiScope Dataset: From Murmur Detection to Murmur Classification. - Jorge Oliveira 002; Francesco Renna; Paulo Dias Costa; Diogo Marcelo Nogueira; Cristina Oliveira; Carlos Ferreira 007; Alípio Mário Jorge; Sandra da Silva Mattos; Thamine Hatem; Thiago Tavares; Andoni Elola; Ali Bahrami Rad; et al. (IEEE J. Biomed. Health Informatics, 2022)

Modeling the Ink Tuning Process Using Machine Learning. - Catarina Costa; Carlos Abreu Ferreira (IDEAL, 2023)

More (Enough) Is Better: Towards Few-Shot Illegal Landfill Waste Segmentation. - Matías Molina; Bruno Veloso; Carlos Abreu Ferreira; Rita P. Ribeiro; João Gama 001 (ECAI, 2024)

Online News Classification Using Large Language Models with Semantic Enrichment. - Joana Santos; Nuno Silva 001; Carlos Ferreira 007; João Gama 001 (EKAW (Companion), 2024)

Landscape Change Detection Based on Agnostic Aerial Image Segmentation. - Narjes Davari; Matías Molina; Rita P. Ribeiro; Carlos Ferreira 007; João Gama 001 (PKDD/ECML Workshops (4), 2024)

Map-matching methods in agriculture. - Aníbal Silva; João Mendes-Moreira 001; Carlos Ferreira 007; Nuno Costa; Duarte Dias (Comput. Electron. Agric., 2024)

Fine-Tuning Transformer-Based LLMs in Hierarchical Text Classification. - Joana Santos; Nuno Silva 001; Carlos Ferreira 007; João Gama 001 (DS, 2025)