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 (ICASSP (5), 2005)

Multi-channel EEG based Neonatal Seizure Detection. - Barry R. Greene; Richard B. Reilly; Geraldine B. Boylan; Philip de Chazal; Sean Connolly (EMBC, 2006)

Gaussian Process Modelling as an Indicator of Neonatal Seizure. - Stephen Faul; Gregor Gregorcic; Geraldine B. Boylan; William P. Marnane; Gordon Lightbody; Sean Connolly (SPPRA, 2006)

Heart and respiration rate changes in the neonate during electroencephalographic seizure. - Barry R. Greene; Philip de Chazal; Geraldine B. Boylan; Richard B. Reilly; Ciara O'Brien; Sean Connolly (Medical Biol. Eng. Comput., 2006)

Gaussian Process Modeling of EEG for the Detection of Neonatal Seizures. - Stephen Faul; Gregor Gregorcic; Geraldine B. Boylan; William P. Marnane; Gordon Lightbody; Sean Connolly (IEEE Trans. Biomed. Eng., 2007)

Electrocardiogram Based Neonatal Seizure Detection. - Barry R. Greene; Philip de Chazal; Geraldine B. Boylan; Sean Connolly; Richard B. Reilly (IEEE Trans. Biomed. Eng., 2007)

Investigation of Entropy and Complexity Measures for Detection of Seizures in the Neonate. - Ehsan Chah; Barry R. Greene; Geraldine B. Boylan; Richard B. Reilly (BIOSIGNALS (2), 2008)

Validation of an Automated Seizure Detection System on Healthy Babies - Histogram-based Energy Normalization for Montage Mismatch Compensation. - Andrey Temko; Irina Korotchikova; William P. Marnane; Gordon Lightbody; Geraldine B. Boylan (BIOSIGNALS, 2010)

An Agent Framework for the Analysis of Streaming Physiological Data. - Ruairi D. O'Reilly; Philip D. Healy; John P. Morrison; Geraldine B. Boylan (eHealth, 2010)

An estimate of newborn EEG amplitude with limited frequency content. - Nathan J. Stevenson; Irina Korotchikova; Geraldine B. Boylan (ISSPA, 2010)

Interactive annotations to support collaborative analysis of streaming physiological data. - Philip D. Healy; Ruairi D. O'Reilly; Geraldine B. Boylan; John P. Morrison (CBMS, 2011)

Online EEG channel weighting for detection of seizures in the neonate. - Andriy Temko; Gordon Lightbody; Geraldine B. Boylan; William P. Marnane (EMBC, 2011)

EEG Signal Description with Spectral-Envelope-Based Speech Recognition Features for Detection of Neonatal Seizures. - Andrey Temko; Climent Nadeu; William P. Marnane; Geraldine B. Boylan; Gordon Lightbody (IEEE Trans. Inf. Technol. Biomed., 2011)

Dynamic time warping based neonatal seizure detection system. - Rehan Ahmed; Andrey Temko; William P. Marnane; Geraldine B. Boylan; Gordon Lightbody (EMBC, 2012)

A novel dictionary for neonatal EEG seizure detection using atomic decomposition. - Sunil Belur Nagaraj; Nathan J. Stevenson; William P. Marnane; Geraldine B. Boylan; Gordon Lightbody (EMBC, 2012)

Temporal evolution of seizure burden for automated neonatal EEG classification. - Andriy Temko; Nathan J. Stevenson; William P. Marnane; Geraldine B. Boylan; Gordon Lightbody (EMBC, 2012)

Instantaneous Measure of EEG Channel Importance for Improved Patient-Adaptive Neonatal Seizure Detection. - Andrey Temko; Gordon Lightbody; Eoin M. Thomas; Geraldine B. Boylan; William P. Marnane (IEEE Trans. Biomed. Eng., 2012)

Robust neonatal EEG seizure Detection through Adaptive Background Modeling. - Andrey Temko; Geraldine B. Boylan; William P. Marnane; Gordon Lightbody (Int. J. Neural Syst., 2013)

Discriminative and Generative Classification Techniques Applied to Automated Neonatal Seizure Detection. - Eoin M. Thomas; Andrey Temko; William P. Marnane; Geraldine B. Boylan; Gordon Lightbody (IEEE J. Biomed. Health Informatics, 2013)

Robustness of time frequency distribution based features for automated neonatal EEG seizure detection. - Sunil Belur Nagaraj; Nathan J. Stevenson; William P. Marnane; Geraldine B. Boylan; Gordon Lightbody (EMBC, 2014)

Artefact detection in neonatal EEG. - Nathan J. Stevenson; John M. O'Toole; Irina Korotchikova; Geraldine B. Boylan (EMBC, 2014)

Neonatal EEG audification for seizure detection. - Andriy Temko; William P. Marnane; Geraldine B. Boylan; John M. O'Toole; Gordon Lightbody (EMBC, 2014)

Grading brain injury in neonatal EEG using SVM and supervector kernel. - Rehan Ahmed; Andrey Temko; William P. Marnane; Geraldine B. Boylan; Gordon Lightbody (ICASSP, 2014)

Modulation frequency analysis of seizures in neonatal EEG. - Andrey Temko; Geraldine B. Boylan; William P. Marnane; Gordon Lightbody (ICASSP, 2014)

EEG 'diarization' for the description of neonatal brain injuries. - Andrey Temko; William P. Marnane; Geraldine B. Boylan; Gordon Lightbody (ICASSP, 2014)

Neonatal Seizure Detection Using Atomic Decomposition With a Novel Dictionary. - Sunil Belur Nagaraj; Nathan J. Stevenson; William P. Marnane; Geraldine B. Boylan; Gordon Lightbody (IEEE Trans. Biomed. Eng., 2014)

Classification of hypoxic-ischemic encephalopathy using long term heart rate variability based features. - Rehan Ahmed; Andrey Temko; William P. Marnane; Geraldine B. Boylan; Gordon Lightbody (EMBC, 2015)

Assessment of quality of ECG for accurate estimation of Heart Rate Variability in newborns. - Shima Gholinezhadasnefestani; Andriy Temko; Nathan J. Stevenson; Geraldine B. Boylan; Gordon Lightbody; William P. Marnane (EMBC, 2015)

Stream computing for biomedical signal processing: A QRS complex detection case-study. - Brian Michael Murphy; Cillian O'Driscoll; Geraldine B. Boylan; Gordon Lightbody; William P. Marnane (EMBC, 2015)

Multimodal predictor of neurodevelopmental outcome in newborns with hypoxic-ischaemic encephalopathy. - Andriy Temko; Orla M. Doyle; Deirdre Murray; Gordon Lightbody; Geraldine B. Boylan; William P. Marnane (Comput. Biol. Medicine, 2015)

Clinical implementation of a neonatal seizure detection algorithm. - Andrey Temko; William P. Marnane; Geraldine B. Boylan; Gordon Lightbody (Decis. Support Syst., 2015)

Application of audio fingerprinting to Neonatal EEG. - Brian Michael Murphy; Cillian O'Driscoll; Irina Korotchikova; Geraldine B. Boylan; Gordon Lightbody; William P. Marnane (EMBC, 2016)

Features of cerebral oxygenation detects brain injury in premature infants. - John M. O'Toole; Mmoloki Kenosi; Daragh Finn; Geraldine B. Boylan; Eugene M. Dempsey (EMBC, 2016)

Modelling interactions between blood pressure and brain activity in preterm neonates. - Oksana Semenova; Gordon Lightbody; John M. O'Toole; Geraldine B. Boylan; Eugene M. Dempsey; Andriy Temko (EMBC, 2017)

Neonatal seizure detection using convolutional neural networks. - Alison O'Shea; Gordon Lightbody; Geraldine B. Boylan; Andriy Temko (MLSP, 2017)

Exploring temporal information in neonatal seizures using a dynamic time warping based SVM kernel. - Rehan Ahmed; Andriy Temko; William P. Marnane; Geraldine B. Boylan; Gordon Lightbody (Comput. Biol. Medicine, 2017)

An Approximate Nearest Neighbour System For Neonatal EEG Recall. - Brian Michael Murphy; Geraldine B. Boylan; Gordon Lightbody; William P. Marnane (EMBC, 2018)

Investigating the Impact of CNN Depth on Neonatal Seizure Detection Performance. - Alison O'Shea; Gordon Lightbody; Geraldine B. Boylan; Andriy Temko (EMBC, 2018)

Neonatal EEG Interpretation and Decision Support Framework for Mobile Platforms. - Mark E. O'Sullivan; Sergi Gomez 001; Alison O'Shea; Eduard Salgado; Kevin Huillca; Sean Mathieson; Geraldine B. Boylan; Emanuel M. Popovici; Andriy Temko (EMBC, 2018)

System Level Framework for Assessing the Accuracy of Neonatal EEG Acquisition. - Mark E. O'Sullivan; Emanuel M. Popovici; Andrea Bocchino; Conor O'Mahony; Geraldine B. Boylan; Andriy Temko (EMBC, 2018)

Extracting transients from cerebral oxygenation signals of preterm infants: a new singular-spectrum analysis method. - John M. O'Toole; Eugene M. Dempsey; Geraldine B. Boylan (EMBC, 2018)

Heart Rate Variability during Periods of Low Blood Pressure as a Predictor of Short-Term Outcome in Preterms. - Oksana Semenova; Giorgia Carra; Gordon Lightbody; Geraldine B. Boylan; Eugene M. Dempsey (EMBC, 2018)

On sound-based interpretation of neonatal EEG. - Sergi Gomez 001; Mark E. O'Sullivan; Emanuel M. Popovici; Sean Mathieson; Geraldine B. Boylan; Andriy Temko (CoRR, 2018)

Bag of Patterns for Nearest Neighbour Neonatal EEG Recall. - Brian Michael Murphy; Geraldine B. Boylan; Gordon Lightbody; William P. Marnane (EMBC, 2019)

Suitability of an inter-burst detection method for grading hypoxic-ischemic encephalopathy in newborn EEG. - Sumit A. Raurale; Saif Nalband; Geraldine B. Boylan; Gordon Lightbody; John M. O'Toole (EMBC, 2019)

Machine learning without a feature set for detecting bursts in the EEG of preterm infants. - John M. O'Toole; Geraldine B. Boylan (EMBC, 2019)

Prediction of short-term health outcomes in preterm neonates from heart-rate variability and blood pressure using boosted decision trees. - Oksana Semenova; Giorgia Carra; Gordon Lightbody; Geraldine B. Boylan; Eugene M. Dempsey; Andriy Temko (Comput. Methods Programs Biomed., 2019)

Analysis of a Low-Cost EEG Monitoring System and Dry Electrodes toward Clinical Use in the Neonatal ICU. - Mark E. O'Sullivan; Andriy Temko; Andrea Bocchino; Conor O'Mahony; Geraldine B. Boylan; Emanuel M. Popovici (Sensors, 2019)

Identifying tracé alternant activity in neonatal EEG using an inter-burst detection approach. - Sumit A. Raurale; Geraldine B. Boylan; Gordon Lightbody; John M. O'Toole (EMBC, 2020)

Grading the severity of hypoxic-ischemic encephalopathy in newborn EEG using a convolutional neural network. - Sumit A. Raurale; Geraldine B. Boylan; Gordon Lightbody; John M. O'Toole (EMBC, 2020)

Random Forest-based Algorithm for Sleep Spindle Detection in Infant EEG. - Lan Wei; Soraia Ventura; Madeleine M. Lowery; Mary Anne Ryan; Sean Mathieson; Geraldine B. Boylan; Catherine Mooney (EMBC, 2020)

Neonatal seizure detection from raw multi-channel EEG using a fully convolutional architecture. - Alison O'Shea; Gordon Lightbody; Geraldine B. Boylan; Andriy Temko (Neural Networks, 2020)

Classification of fetal compromise during labour: signal processing and feature engineering of the cardiotocograph. - Mark E. O'Sullivan; Tatiana Gabruseva; Geraldine B. Boylan; M. O'Riordan; Gordon Lightbody; William P. Marnane (EUSIPCO, 2021)

Tracé alternant detector for grading hypoxic-ischemic encephalopathy in neonatal EEG. - Sumit A. Raurale; Geraldine B. Boylan; Sean R. Mathieson; William P. Marnane; Gordon Lightbody; John M. O'Toole (EUSIPCO, 2021)

Multivariate Generative Adversarial Networks and Their Loss Functions for Synthesis of Multichannel ECGs. - Eoin Brophy; Maarten De Vos; Geraldine B. Boylan; Tomás Ward (IEEE Access, 2021)

Challenges of Developing Robust AI for Intrapartum Fetal Heart Rate Monitoring. - Mark E. O'Sullivan; Elizabeth C. Considine; M. O'Riordan; William P. Marnane; J. M. Rennie; Geraldine B. Boylan (Frontiers Artif. Intell., 2021)

Deep Learning for EEG Seizure Detection in Preterm Infants. - Alison O'Shea; Rehan Ahmed; Gordon Lightbody; Elena Pavlidis; Rhodri Lloyd; Francesco Pisani; William P. Marnane; Sean Mathieson; Geraldine B. Boylan; Andriy Temko (Int. J. Neural Syst., 2021)

Estimation of Continuous Blood Pressure from PPG via a Federated Learning Approach. - Eoin Brophy; Maarten De Vos; Geraldine B. Boylan; Tomás Ward (Sensors, 2021)

Improved Electrode Motion Artefact Denoising in ECG Using Convolutional Neural Networks and a Custom Loss Function. - Eoin Brophy; Bryan M. Hennelly; Maarten De Vos; Geraldine B. Boylan; Tomás Ward (IEEE Access, 2022)

Deep-spindle: An automated sleep spindle detection system for analysis of infant sleep spindles. - Lan Wei; Soraia Ventura; Mary Anne Ryan; Sean Mathieson; Geraldine B. Boylan; Madeleine M. Lowery; Catherine Mooney (Comput. Biol. Medicine, 2022)

Neonatal EEG graded for severity of background abnormalities in hypoxic-ischaemic encephalopathy. - John M. O'Toole; Sean R. Mathieson; Sumit A. Raurale; Fabio Magarelli; William P. Marnane; Gordon Lightbody; Geraldine B. Boylan (CoRR, 2022)

Spindle-AI: Sleep Spindle Number and Duration Estimation in Infant EEG. - Lan Wei; Soraia Ventura; Sean Mathieson; Geraldine B. Boylan; Madeleine M. Lowery; Catherine Mooney (IEEE Trans. Biomed. Eng., 2022)

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 (ICNC-FSKD, 2023)

Development of an EEG artefact detection algorithm and its application in grading neonatal hypoxic-ischemic encephalopathy. - Mark E. O'Sullivan; Gordon Lightbody; Sean R. Mathieson; William P. Marnane; Geraldine B. Boylan; John M. O'Toole (Expert Syst. Appl., 2023)

Quantitative analysis of high-frequency activity in neonatal EEG. - Christopher Lundy; Geraldine B. Boylan; Sean Mathieson; Jacopo Proietti; John M. O'Toole (Comput. Biol. Medicine, 2023)

Assessing the Effectiveness of Heart Rate Variability as A Diagnostic Tool for Brain Injuries in Infants. - K. Rezaei; K. Yu; Sean R. Mathieson; A. Flynn; Gordon Lightbody; Geraldine B. Boylan; William P. Marnane (EMBC, 2024)

Detection of Neurovascular Coupling in Full-Term Neonates Using Wavelet Coherence and Phase-Locking Value. - Kaiyu Yu; Sean Mathieson; Andrew Flynn; Eugene M. Dempsey; Aisling Garvey; Geraldine B. Boylan; William P. Marnane; Gordon Lightbody (EMBC, 2024)

Scaling convolutional neural networks achieves expert level seizure detection in neonatal EEG. - Robert Hogan; Sean R. Mathieson; Aurel Luca; Soraia Ventura; Sean Griffin; Geraldine B. Boylan; John M. O'Toole (npj Digit. Medicine, 2025)