| 2023 | ICNC | Neonatal Hypoxic-ischemic Encephalopathy Grading from Multi-channel EEG Time-series Data Using a Fully Convolutional Neural Network. | Shuwen Yu, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody |
| 2014 | ICASSP | Grading brain injury in neonatal EEG using SVM and supervector kernel. | Rehan Ahmed, Andrey Temko, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody |
| 2014 | ICASSP | Modulation frequency analysis of seizures in neonatal EEG. | Andrey Temko, Geraldine B. Boylan, William P. Marnane, Gordon Lightbody |
| 2014 | ICASSP | EEG 'diarization' for the description of neonatal brain injuries. | Andrey Temko, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody |
| 2011 | CBMS | Interactive annotations to support collaborative analysis of streaming physiological data. | Philip D. Healy, Ruairi D. O'Reilly, Geraldine B. Boylan, John P. Morrison |
| 2005 | ICASSP | A method for the blind separation of sources for use as the first stage of a neonatal seizure detection system. | Stephen Faul, Liam Marnane, Gordon Lightbody, Geraldine B. Boylan, Sean Connolly |