Geraldine B. Boylan

83 papers B 1Misc 3Journal 40Unranked 39

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Classification of Hypoxic Ischemic Encephalopathy (HIE) in Neonates Using ECG and a Transformer-Based Model. IEEE Access Kimia Rezaei, Sean R. Mathieson, Gordon Lightbody, Geraldine B. Boylan, William P. Marnane
2026	—	`conf`	Investigating the Applicability of ECG Signals for Neonatal Seizure Detection Using ECG Spectrograms and CNN-ViT. BIOSTEC (1) Kimia Rezaei, Sean R. Mathieson, Gordon Lightbody, Geraldine B. Boylan, William P. Marnane
2025	J	`jnl`	Machine-learning competition to grade EEG background patterns in newborns with hypoxic-ischaemic encephalopathy. CoRR Fabio Magarelli, Geraldine B. Boylan, Saeed Montazeri, Feargal O'Sullivan, Dominic Lightbody, Minoo Ashoori, Tamara Skoric Ceranic, John M. O'Toole
2025	J	`jnl`	Scaling convolutional neural networks achieves expert level seizure detection in neonatal EEG. npj Digit. Medicine Robert Hogan, Sean R. Mathieson, Aurel Luca, Soraia Ventura, Sean Griffin, Geraldine B. Boylan, John M. O'Toole
2024	—	`conf`	Assessing the Effectiveness of Heart Rate Variability as A Diagnostic Tool for Brain Injuries in Infants. EMBC Kimia Rezaei, Kaiyu Yu, Sean R. Mathieson, Andrew Flynn, Gordon Lightbody, Geraldine B. Boylan, William P. Marnane
2024	—	`conf`	Detection of Neurovascular Coupling in Full-Term Neonates Using Wavelet Coherence and Phase-Locking Value. EMBC Kaiyu Yu, Sean Mathieson, Andrew Flynn, Eugene M. Dempsey, Aisling Garvey, Geraldine B. Boylan, William P. Marnane, Gordon Lightbody
2024	J	`jnl`	Scaling convolutional neural networks achieves expert-level seizure detection in neonatal EEG. CoRR Robert Hogan, Sean R. Mathieson, Aurel Luca, Soraia Ventura, Sean Griffin, Geraldine B. Boylan, John M. O'Toole
2023	J	`jnl`	Development of an EEG artefact detection algorithm and its application in grading neonatal hypoxic-ischemic encephalopathy. Expert Syst. Appl. Mark E. O'Sullivan, Gordon Lightbody, Sean R. Mathieson, William P. Marnane, Geraldine B. Boylan, John M. O'Toole
2023	—	`conf`	Neonatal Hypoxic-ischemic Encephalopathy Grading from Multi-channel EEG Time-series Data Using a Fully Convolutional Neural Network. ICNC-FSKD Shuwen Yu, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
2023	J	`jnl`	Quantitative analysis of high-frequency activity in neonatal EEG. Comput. Biol. Medicine Christopher Lundy, Geraldine B. Boylan, Sean Mathieson, Jacopo Proietti, John M. O'Toole
2022	J	`jnl`	Deep-spindle: An automated sleep spindle detection system for analysis of infant sleep spindles. Comput. Biol. Medicine Lan Wei, Soraia Ventura, Mary Anne Ryan, Sean Mathieson, Geraldine B. Boylan, Madeleine M. Lowery, Catherine Mooney
2022	J	`jnl`	Improved Electrode Motion Artefact Denoising in ECG Using Convolutional Neural Networks and a Custom Loss Function. IEEE Access Eoin Brophy, Bryan M. Hennelly, Maarten De Vos, Geraldine B. Boylan, Tomás Ward
2022	J	`jnl`	Neonatal EEG graded for severity of background abnormalities in hypoxic-ischaemic encephalopathy. CoRR John M. O'Toole, Sean R. Mathieson, Sumit A. Raurale, Fabio Magarelli, William P. Marnane, Gordon Lightbody, Geraldine B. Boylan
2022	J	`jnl`	Spindle-AI: Sleep Spindle Number and Duration Estimation in Infant EEG. IEEE Trans. Biomed. Eng. Lan Wei, Soraia Ventura, Sean Mathieson, Geraldine B. Boylan, Madeleine M. Lowery, Catherine Mooney
2021	J	`jnl`	Challenges of Developing Robust AI for Intrapartum Fetal Heart Rate Monitoring. Frontiers Artif. Intell. Mark E. O'Sullivan, Elizabeth C. Considine, M. O'Riordan, William P. Marnane, J. M. Rennie, Geraldine B. Boylan
2021	—	`conf`	Classification of fetal compromise during labour: signal processing and feature engineering of the cardiotocograph. EUSIPCO Mark E. O'Sullivan, Tatiana Gabruseva, Geraldine B. Boylan, M. O'Riordan, Gordon Lightbody, William P. Marnane
2021	J	`jnl`	Classification of fetal compromise during labour: signal processing and feature engineering of the cardiotocograph. CoRR Mark E. O'Sullivan, Tatiana Gabruseva, Geraldine B. Boylan, M. O'Riordan, Gordon Lightbody, William P. Marnane
2021	J	`jnl`	Deep Learning for EEG Seizure Detection in Preterm Infants. CoRR Alison O'Shea, Rehan Ahmed, Gordon Lightbody, Sean Mathieson, Elena Pavlidis, Rhodri Lloyd, Francesco Pisani, William P. Marnane, Geraldine B. Boylan, Andriy Temko
2021	J	`jnl`	Deep Learning for EEG Seizure Detection in Preterm Infants. Int. J. Neural Syst. Alison O'Shea, Rehan Ahmed, Gordon Lightbody, Elena Pavlidis, Rhodri Lloyd, Francesco Pisani, William P. Marnane, Sean Mathieson, Geraldine B. Boylan, Andriy Temko
2021	J	`jnl`	Estimation of Continuous Blood Pressure from PPG via a Federated Learning Approach. CoRR Eoin Brophy, Maarten De Vos, Geraldine B. Boylan, Tomás Ward
2021	J	`jnl`	Estimation of Continuous Blood Pressure from PPG via a Federated Learning Approach. Sensors Eoin Brophy, Maarten De Vos, Geraldine B. Boylan, Tomás Ward
2021	J	`jnl`	Multivariate Generative Adversarial Networks and Their Loss Functions for Synthesis of Multichannel ECGs. IEEE Access Eoin Brophy, Maarten De Vos, Geraldine B. Boylan, Tomás Ward
2021	J	`jnl`	Neonatal seizure detection from raw multi-channel EEG using a fully convolutional architecture. CoRR Alison O'Shea, Gordon Lightbody, Geraldine B. Boylan, Andriy Temko
2021	—	`conf`	Tracé alternant detector for grading hypoxic-ischemic encephalopathy in neonatal EEG. EUSIPCO Sumit A. Raurale, Geraldine B. Boylan, Sean R. Mathieson, William P. Marnane, Gordon Lightbody, John M. O'Toole
2020	—	`conf`	Grading the severity of hypoxic-ischemic encephalopathy in newborn EEG using a convolutional neural network. EMBC Sumit A. Raurale, Geraldine B. Boylan, Gordon Lightbody, John M. O'Toole
2020	J	`jnl`	Grading the severity of hypoxic-ischemic encephalopathy in newborn EEG using a convolutional neural network. CoRR Sumit A. Raurale, Geraldine B. Boylan, Gordon Lightbody, John M. O'Toole
2020	J	`jnl`	Identifying trace alternant activity in neonatal EEG using an inter-burst detection approach. CoRR Sumit A. Raurale, Geraldine B. Boylan, Gordon Lightbody, John M. O'Toole
2020	—	`conf`	Identifying tracé alternant activity in neonatal EEG using an inter-burst detection approach. EMBC Sumit A. Raurale, Geraldine B. Boylan, Gordon Lightbody, John M. O'Toole
2020	J	`jnl`	Neonatal seizure detection from raw multi-channel EEG using a fully convolutional architecture. Neural Networks Alison O'Shea, Gordon Lightbody, Geraldine B. Boylan, Andriy Temko
2020	—	`conf`	Random Forest-based Algorithm for Sleep Spindle Detection in Infant EEG. EMBC Lan Wei, Soraia Ventura, Madeleine M. Lowery, Mary Anne Ryan, Sean Mathieson, Geraldine B. Boylan, Catherine Mooney
2019	J	`jnl`	Analysis of a Low-Cost EEG Monitoring System and Dry Electrodes toward Clinical Use in the Neonatal ICU. Sensors Mark E. O'Sullivan, Andriy Temko, Andrea Bocchino, Conor O'Mahony, Geraldine B. Boylan, Emanuel M. Popovici
2019	—	`conf`	Bag of Patterns for Nearest Neighbour Neonatal EEG Recall. EMBC Brian Michael Murphy, Geraldine B. Boylan, Gordon Lightbody, William P. Marnane
2019	—	`conf`	Machine learning without a feature set for detecting bursts in the EEG of preterm infants. EMBC John M. O'Toole, Geraldine B. Boylan
2019	J	`jnl`	Machine learning without a feature set for detecting bursts in the EEG of preterm infants. CoRR John M. O'Toole, Geraldine B. Boylan
2019	J	`jnl`	Prediction of short-term health outcomes in preterm neonates from heart-rate variability and blood pressure using boosted decision trees. Comput. Methods Programs Biomed. Oksana Semenova, Giorgia Carra, Gordon Lightbody, Geraldine B. Boylan, Eugene M. Dempsey, Andriy Temko
2019	—	`conf`	Suitability of an inter-burst detection method for grading hypoxic-ischemic encephalopathy in newborn EEG. EMBC Sumit A. Raurale, Saif Nalband, Geraldine B. Boylan, Gordon Lightbody, John M. O'Toole
2019	J	`jnl`	Suitability of an inter-burst detection method for grading hypoxic-ischemic encephalopathy in newborn EEG. CoRR Sumit A. Raurale, Saif Nalband, Geraldine B. Boylan, Gordon Lightbody, John M. O'Toole
2018	—	`conf`	An Approximate Nearest Neighbour System For Neonatal EEG Recall. EMBC Brian Michael Murphy, Geraldine B. Boylan, Gordon Lightbody, William P. Marnane
2018	—	`conf`	Extracting transients from cerebral oxygenation signals of preterm infants: a new singular-spectrum analysis method. EMBC John M. O'Toole, Eugene M. Dempsey, Geraldine B. Boylan
2018	—	`conf`	Heart Rate Variability during Periods of Low Blood Pressure as a Predictor of Short-Term Outcome in Preterms. EMBC Oksana Semenova, Giorgia Carra, Gordon Lightbody, Geraldine B. Boylan, Eugene M. Dempsey
2018	—	`conf`	Investigating the Impact of CNN Depth on Neonatal Seizure Detection Performance. EMBC Alison O'Shea, Gordon Lightbody, Geraldine B. Boylan, Andriy Temko
2018	J	`jnl`	Investigating the Impact of CNN Depth on Neonatal Seizure Detection Performance. CoRR Alison O'Shea, Gordon Lightbody, Geraldine B. Boylan, Andriy Temko
2018	—	`conf`	Neonatal EEG Interpretation and Decision Support Framework for Mobile Platforms. EMBC Mark E. O'Sullivan, Sergi Gomez, Alison O'Shea, Eduard Salgado, Kevin Huillca, Sean Mathieson, Geraldine B. Boylan, Emanuel M. Popovici, Andriy Temko
2018	J	`jnl`	Neonatal EEG Interpretation and Decision Support Framework for Mobile Platforms. CoRR Mark E. O'Sullivan, Sergi Gomez, Alison O'Shea, Eduard Salgado, Kevin Huillca, Sean Mathieson, Geraldine B. Boylan, Emanuel M. Popovici, Andriy Temko
2018	J	`jnl`	On sound-based interpretation of neonatal EEG. CoRR Sergi Gomez, Mark E. O'Sullivan, Emanuel M. Popovici, Sean Mathieson, Geraldine B. Boylan, Andriy Temko
2018	—	`conf`	System Level Framework for Assessing the Accuracy of Neonatal EEG Acquisition. EMBC Mark E. O'Sullivan, Emanuel M. Popovici, Andrea Bocchino, Conor O'Mahony, Geraldine B. Boylan, Andriy Temko
2017	J	`jnl`	Exploring temporal information in neonatal seizures using a dynamic time warping based SVM kernel. Comput. Biol. Medicine Rehan Ahmed, Andriy Temko, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
2017	—	`conf`	Modelling interactions between blood pressure and brain activity in preterm neonates. EMBC Oksana Semenova, Gordon Lightbody, John M. O'Toole, Geraldine B. Boylan, Eugene M. Dempsey, Andriy Temko
2017	J	`jnl`	Neonatal Seizure Detection using Convolutional Neural Networks. CoRR Alison O'Shea, Gordon Lightbody, Geraldine B. Boylan, Andriy Temko
2017	—	`conf`	Neonatal seizure detection using convolutional neural networks. MLSP Alison O'Shea, Gordon Lightbody, Geraldine B. Boylan, Andriy Temko
2016	—	`conf`	Application of audio fingerprinting to Neonatal EEG. EMBC Brian Michael Murphy, Cillian O'Driscoll, Irina Korotchikova, Geraldine B. Boylan, Gordon Lightbody, William P. Marnane
2016	—	`conf`	Features of cerebral oxygenation detects brain injury in premature infants. EMBC John M. O'Toole, Mmoloki Kenosi, Daragh Finn, Geraldine B. Boylan, Eugene M. Dempsey
2015	—	`conf`	Assessment of quality of ECG for accurate estimation of Heart Rate Variability in newborns. EMBC Shima Gholinezhadasnefestani, Andriy Temko, Nathan J. Stevenson, Geraldine B. Boylan, Gordon Lightbody, William P. Marnane
2015	—	`conf`	Classification of hypoxic-ischemic encephalopathy using long term heart rate variability based features. EMBC Rehan Ahmed, Andrey Temko, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
2015	J	`jnl`	Clinical implementation of a neonatal seizure detection algorithm. Decis. Support Syst. Andrey Temko, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
2015	J	`jnl`	Multimodal predictor of neurodevelopmental outcome in newborns with hypoxic-ischaemic encephalopathy. Comput. Biol. Medicine Andriy Temko, Orla M. Doyle, Deirdre Murray, Gordon Lightbody, Geraldine B. Boylan, William P. Marnane
2015	—	`conf`	Stream computing for biomedical signal processing: A QRS complex detection case-study. EMBC Brian Michael Murphy, Cillian O'Driscoll, Geraldine B. Boylan, Gordon Lightbody, William P. Marnane
2014	—	`conf`	Artefact detection in neonatal EEG. EMBC Nathan J. Stevenson, John M. O'Toole, Irina Korotchikova, Geraldine B. Boylan
2014	Misc	`conf`	EEG 'diarization' for the description of neonatal brain injuries. ICASSP Andrey Temko, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
2014	Misc	`conf`	Grading brain injury in neonatal EEG using SVM and supervector kernel. ICASSP Rehan Ahmed, Andrey Temko, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
2014	Misc	`conf`	Modulation frequency analysis of seizures in neonatal EEG. ICASSP Andrey Temko, Geraldine B. Boylan, William P. Marnane, Gordon Lightbody
2014	—	`conf`	Neonatal EEG audification for seizure detection. EMBC Andriy Temko, William P. Marnane, Geraldine B. Boylan, John M. O'Toole, Gordon Lightbody
2014	J	`jnl`	Neonatal Seizure Detection Using Atomic Decomposition With a Novel Dictionary. IEEE Trans. Biomed. Eng. Sunil Belur Nagaraj, Nathan J. Stevenson, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
2014	—	`conf`	Robustness of time frequency distribution based features for automated neonatal EEG seizure detection. EMBC Sunil Belur Nagaraj, Nathan J. Stevenson, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
2013	J	`jnl`	Discriminative and Generative Classification Techniques Applied to Automated Neonatal Seizure Detection. IEEE J. Biomed. Health Informatics Eoin M. Thomas, Andrey Temko, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
2013	J	`jnl`	Robust neonatal EEG seizure Detection through Adaptive Background Modeling. Int. J. Neural Syst. Andrey Temko, Geraldine B. Boylan, William P. Marnane, Gordon Lightbody
2012	—	`conf`	A novel dictionary for neonatal EEG seizure detection using atomic decomposition. EMBC Sunil Belur Nagaraj, Nathan J. Stevenson, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
2012	—	`conf`	Dynamic time warping based neonatal seizure detection system. EMBC Rehan Ahmed, Andrey Temko, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
2012	J	`jnl`	Instantaneous Measure of EEG Channel Importance for Improved Patient-Adaptive Neonatal Seizure Detection. IEEE Trans. Biomed. Eng. Andrey Temko, Gordon Lightbody, Eoin M. Thomas, Geraldine B. Boylan, William P. Marnane
2012	—	`conf`	Temporal evolution of seizure burden for automated neonatal EEG classification. EMBC Andriy Temko, Nathan J. Stevenson, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
2011	J	`jnl`	EEG Signal Description with Spectral-Envelope-Based Speech Recognition Features for Detection of Neonatal Seizures. IEEE Trans. Inf. Technol. Biomed. Andrey Temko, Climent Nadeu, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
2011	B	`conf`	Interactive annotations to support collaborative analysis of streaming physiological data. CBMS Philip D. Healy, Ruairi D. O'Reilly, Geraldine B. Boylan, John P. Morrison
2011	—	`conf`	Online EEG channel weighting for detection of seizures in the neonate. EMBC Andriy Temko, Gordon Lightbody, Geraldine B. Boylan, William P. Marnane
2010	—	`conf`	An Agent Framework for the Analysis of Streaming Physiological Data. eHealth Ruairi D. O'Reilly, Philip D. Healy, John P. Morrison, Geraldine B. Boylan
2010	—	`conf`	An estimate of newborn EEG amplitude with limited frequency content. ISSPA Nathan J. Stevenson, Irina Korotchikova, Geraldine B. Boylan
2010	—	`conf`	Validation of an Automated Seizure Detection System on Healthy Babies - Histogram-based Energy Normalization for Montage Mismatch Compensation. BIOSIGNALS Andrey Temko, Irina Korotchikova, William P. Marnane, Gordon Lightbody, Geraldine B. Boylan
2008	—	`conf`	Investigation of Entropy and Complexity Measures for Detection of Seizures in the Neonate. BIOSIGNALS (2) Ehsan Chah, Barry R. Greene, Geraldine B. Boylan, Richard B. Reilly
2007	J	`jnl`	Electrocardiogram Based Neonatal Seizure Detection. IEEE Trans. Biomed. Eng. Barry R. Greene, Philip de Chazal, Geraldine B. Boylan, Sean Connolly, Richard B. Reilly
2007	J	`jnl`	Gaussian Process Modeling of EEG for the Detection of Neonatal Seizures. IEEE Trans. Biomed. Eng. Stephen Faul, Gregor Gregorcic, Geraldine B. Boylan, William P. Marnane, Gordon Lightbody, Sean Connolly
2006	—	`conf`	Gaussian Process Modelling as an Indicator of Neonatal Seizure. SPPRA Stephen Faul, Gregor Gregorcic, Geraldine B. Boylan, William P. Marnane, Gordon Lightbody, Sean Connolly
2006	J	`jnl`	Heart and respiration rate changes in the neonate during electroencephalographic seizure. Medical Biol. Eng. Comput. Barry R. Greene, Philip de Chazal, Geraldine B. Boylan, Richard B. Reilly, Ciara O'Brien, Sean Connolly
2006	—	`conf`	Multi-channel EEG based Neonatal Seizure Detection. EMBC Barry R. Greene, Richard B. Reilly, Geraldine B. Boylan, Philip de Chazal, Sean Connolly
2005	—	`conf`	A method for the blind separation of sources for use as the first stage of a neonatal seizure detection system. ICASSP (5) Stephen Faul, Liam Marnane, Gordon Lightbody, Geraldine B. Boylan, Sean Connolly