Publications

Conference Papers

2025

Idiosyncrasies of Programmable Caching Engines
Peixoto, J., Gonzalez, A., Bhimani, J., Rangaswami, R., Brito, C., Paulo, J., Macedo, R.
IEEE International Symposium on Reliable Distributed Systems @ Workshop on Reliable Large-scale Data Management, 2025

One Does Not Simply Cache: A Study on Distributed Caches for AI Training in HPC
Ferreira, A., Sousa, G., Ruhela, A., Cazes, J., Bhimani, J., Rangaswami, R., Macedo, R., Brito, C., Paulo, J.
IEEE International Symposium on Reliable Distributed Systems @ Workshop on Reliable Large-scale Data Management, 2025

2023

SOTERIA: Preserving Privacy in Distributed Machine Learning
Brito, C., Ferreira, P., Portela, B., Oliveira, R., Paulo, J.
Proceedings of the 38th ACM/SIGAPP Symposium on Applied Computing

Generative Adversarial Networks in Healthcare: A Case Study on MRI Image Generation
Cepa, B., Brito, C., Sousa, A.
2023 IEEE 7th Portuguese Meeting on Bioengineering (ENBENG)

2022

Cloud-Based Privacy-Preserving Medical Imaging System Using Machine Learning Tools
Alves, J., Soares, B., Brito, C., Sousa, A.
Progress in Artificial Intelligence. EPIA 2022

2021

The Case for Storage Optimization Decoupling in Deep Learning Frameworks
Macedo, R., Correia, C., Dantas, M., Brito, C., Xu, W., Tanimura, Y., Haga, J., Paulo, J.
IEEE International Conference in Cluster Computing @ 1st Workshop on Re-envisioning Extreme-Scale I/O for Emerging Hybrid HPC Workloads, 2021

2019

Electrocardiogram Beat-Classification Based on a ResNet Network
Brito, C., Machado, A., Sousa, A.
MEDINFO 2019: Health and Wellbeing e-Networks for All

2018

Assessment of an IoT Platform for Data Collection and Analysis for Medical Sensors
Rei, J., Brito, C., Sousa, A.
IEEE 4th International Conference on Collaboration and Internet Computing (CIC)

2017

Continuous ambulatory peritoneal dialysis: Business intelligence applied to patient monitoring: CAPD study and statistics
Peixoto, C., Brito, C., Fontainhas, M., Peixoto, H., Machado, J., Abelha, A.
Proceedings - 2017 5th International Conference on Future Internet of Things and Cloud Workshops, W-FiCloud 2017


Journal Papers

2025

Exploiting Trusted Execution Environments and Distributed Computation for Genomic Association Tests
Brito, C., Ferreira, P., Paulo, J.
IEEE Journal of Biomedical and Health Informatics

Risk Assessment Profiles for Caregiver Burden in Family Caregivers of Persons Living with Alzheimer’s Disease: An Exploratory Study with Machine Learning
Brito, L., Cepa, B., Brito, C., Leite, Â., Pereira, M. G.
European Journal of Investigation in Health, Psychology and Education

Promoting sustainable and personalized travel behaviors while preserving data privacy
Brito, C., Pina, N., Esteves, T., Vitorino, R., Cunha, I., Paulo, J.
Transportation Engineering

2023

Privacy-Preserving Machine Learning on Apache Spark
Brito, C., Ferreira, P., Portela, B., Oliveira, R., Paulo, J.
IEEE Access

Promoting sustainable and personalised travel behaviours while preserving data privacy
Pina, N., Brito, C., Vitorino, R., Cunha, I.
Transportation Research Procedia

2019

A data mining approach to classify serum creatinine values in patients undergoing continuous ambulatory peritoneal dialysis
Brito, C., Esteves, M., Peixoto, H., Abelha, A., Machado, J.
Wireless Networks


Posters and Extended Abstracts

2023

Emission-Aware Federated Learning: A Case Study on Transportation and Carbon Footprint
Brito, C., Pina, N., Vitorino, R., Cunha, I., Paulo, J.
EuroSys 2023, Poster Session


Preprints and Technical Reports

2024

MAC: An Artifact Correction Framework for Brain MRI based on Deep Neural Networks
Oliveira, A., Cepa, B., Brito, C., Sousa, A.
BioRxiv

To FID or not to FID: Applying GANs for MRI Image Generation in HPC
Cepa, B., Brito, C., Sousa, A.
BioRxiv

A Distributed Computing Solution for Privacy-Preserving Genome-Wide Association Studies
Brito, C., Ferreira, P., Paulo, J.
BioRxiv


Thesis

2024

Towards a Privacy-Preserving Distributed Machine Learning Framework
Brito, C.
PhD Thesis, University of Minho