Eoin is a PhD Candidate at INFANT and School of Computing DCU. His research focuses on developing deep learning methods as a reliable tool to generate and process medical time-series data that adhere to privacy-preserving regulations. Ultimately, this will allow for sharing and disseminating medical data and, in turn, advancing clinical research in the relevant fields, such as in the NICU.

Career to date:

2018 – PhD Studentship: Newborn Health

2018 – Research Assistant: SAP and Insight SFI Research Centre for Data Analytics

2017 – Assistant Lecturer: Electronic and Microcontrollers, Dún Laoghaire, Institute of Art, Design and Technology

2017 – MEng Electronic Engineering: Maynooth University 

Publications:

Sensors 2021 – Estimation of Continuous Blood Pressure from PPG via a Federated Learning Approach

CIKM 2020 – Synthesis of Dependent Multichannel ECG using Generative Adversarial Networks.

PerCom 2020 – CNNs for Heart Rate Estimation and Human Activity Recognition in Wrist-Worn Sensing Applications.

IROS 2019 – Learning Without Forgetting Approaches for Lifelong Robotic Vision.

AICS 2018 – An Interpretable Machine Vision Approach to Human Activity Recognition using Photoplethysmograph Sensor Data.

ISSC 2018 – A Machine Vision Approach to Human Activity Recognition using Photoplethysmograph Sensor Data.