PCMAT - Mathematics Collaborative Learning Platform. - Constantino Martins; Paulo Couto; Marta Fernandes; Cristina Bastos; Maria C. Costa-Lobo; Luíz Faria; Eurico Carrapatoso (PAAMS (Special Sessions), 2011)

Adaptation Model for PCMAT - Mathematics Collaborative Learning Platform. - Marta Fernandes; Constantino Martins; Luíz Faria; Paulo Couto; Cristiano Valente; Cristina Bastos; Fátima Costa; Eurico Carrapatoso (PAAMS (Special Sessions), 2012)

An Architecture for Proactive Maintenance in the Machinery Industry. - Alda Canito; Marta Fernandes; Luís Conceição; Isabel Praça; Magno Santos; Ricardo Rato; Gonçalo Cardeal; Francisco Leiras; Goreti Marreiros (ISAmI, 2017)

A Big Data Platform for Industrial Enterprise Asset Value Enablers. - Alda Canito; Marta Fernandes; Luís Conceição; Isabel Praça; Goreti Marreiros (DCAI, 2018)

Predictive Maintenance in the Metallurgical Industry: Data Analysis and Feature Selection. - Marta Fernandes; Alda Canito; Verónica Bolón-Canedo; Luís Conceição; Isabel Praça; Goreti Marreiros (WorldCIST (1), 2018)

Fault Detection Mechanism of a Predictive Maintenance System Based on Autoregressive Integrated Moving Average Models. - Marta Fernandes; Alda Canito; Juan Manuel Corchado; Goreti Marreiros (DCAI, 2019)

Data analysis and feature selection for predictive maintenance: A case-study in the metallurgic industry. - Marta Fernandes; Alda Canito; Verónica Bolón-Canedo; Luís Conceição; Isabel Praça; Goreti Marreiros (Int. J. Inf. Manag., 2019)

Service-Oriented Architecture for Data-Driven Fault Detection. - Marta Fernandes; Alda Canito; Daniel Mota; Juan M. Corchado; Goreti Marreiros (DCAI (1), 2021)

Flexible Architecture for Data-Driven Predictive Maintenance with Support for Offline and Online Machine Learning Techniques. - Alda Canito; Marta Fernandes; João Mourinho; Serkan Tosun; Kamer Kaya; Aysegül Turupcu; Angel Lagares; Hüseyin Karabulut; Goreti Marreiros (IECON, 2021)

Using simulation to evaluate a concept drift detector for condition based maintenance. - Afonso Lourenço; Marta Fernandes; Goreti Marreiros; Juan Manuel Corchado (IECON, 2022)

Using an Explainable Machine Learning Approach to Minimize Opportunistic Maintenance Interventions. - Afonso Lourenço; Marta Fernandes; Alda Canito; Ana de Almeida 001; Goreti Marreiros (PAAMS (Workshops), 2022)

Machine learning techniques applied to mechanical fault diagnosis and fault prognosis in the context of real industrial manufacturing use-cases: a systematic literature review. - Marta Fernandes; Juan Manuel Corchado; Goreti Marreiros (Appl. Intell., 2022)

Lean maintenance practices in the improvement of information management processes: a study in the Facility Management division. - Marta Fernandes; Diogo Correia; Leonor Teixeira (ISM, 2023)

Time series data mining for railway wheel and track monitoring: a survey. - Afonso Lourenço; Diogo Ribeiro 001; Marta Fernandes; Goreti Marreiros (Neural Comput. Appl., 2024)

Automated phenotyping of mild cognitive impairment and Alzheimer's disease and related dementias using electronic health records. - Ruoqi Wei; Stephanie S. Buss; Rebecca Milde; Marta Fernandes; Daniel Sumsion; Elijah Davis; Wan-Yee Kong; Yiwen Xiong; Jet Veltink; Samvrit Rao; Tara M. Westover; Lydia Petersen; et al. (Int. J. Medical Informatics, 2025)