Geraldine B. Boylan

Publication Activity (10 Years)

Years Active: 2005-2024
Publications (10 Years): 46

Top Topics

Video Recordings

Detection Algorithm

Convolutional Neural Networks

Top Venues

Comput. Biol. Medicine

Publications

Robert Hogan, Sean R. Mathieson, Aurel Luca, Soraia Ventura, Sean Griffin, Geraldine B. Boylan, John M. O'Toole
Scaling convolutional neural networks achieves expert-level seizure detection in neonatal EEG. CoRR (2024)
Shuwen Yu, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
Neonatal Hypoxic-ischemic Encephalopathy Grading from Multi-channel EEG Time-series Data Using a Fully Convolutional Neural Network. ICNC-FSKD (2023)
Christopher Lundy, Geraldine B. Boylan, Sean Mathieson, Jacopo Proietti, John M. O'Toole
Quantitative analysis of high-frequency activity in neonatal EEG. Comput. Biol. Medicine 165 (2023)
Mark E. O'Sullivan, Gordon Lightbody, Sean R. Mathieson, William P. Marnane, Geraldine B. Boylan, John M. O'Toole
Development of an EEG artefact detection algorithm and its application in grading neonatal hypoxic-ischemic encephalopathy. Expert Syst. Appl. 213 (Part) (2023)
Eoin Brophy, Bryan M. Hennelly, Maarten De Vos, Geraldine B. Boylan, Tomás Ward
Improved Electrode Motion Artefact Denoising in ECG Using Convolutional Neural Networks and a Custom Loss Function. IEEE Access 10 (2022)
Lan Wei, Soraia Ventura, Mary Anne Ryan, Sean Mathieson, Geraldine B. Boylan, Madeleine M. Lowery, Catherine Mooney
Deep-spindle: An automated sleep spindle detection system for analysis of infant sleep spindles. Comput. Biol. Medicine 150 (2022)
John M. O'Toole, Sean R. Mathieson, Sumit A. Raurale, Fabio Magarelli, William P. Marnane, Gordon Lightbody, Geraldine B. Boylan
Neonatal EEG graded for severity of background abnormalities in hypoxic-ischaemic encephalopathy. CoRR (2022)
Lan Wei, Soraia Ventura, Sean Mathieson, Geraldine B. Boylan, Madeleine M. Lowery, Catherine Mooney
Spindle-AI: Sleep Spindle Number and Duration Estimation in Infant EEG. IEEE Trans. Biomed. Eng. 69 (1) (2022)
M. E. O'Sullivan, Tatiana Gabruseva, Geraldine B. Boylan, M. O'Riordan, Gordon Lightbody, William P. Marnane
Classification of fetal compromise during labour: signal processing and feature engineering of the cardiotocograph. CoRR (2021)
M. E. O'Sullivan, Elizabeth C. Considine, M. O'Riordan, William P. Marnane, J. M. Rennie, Geraldine B. Boylan
Challenges of Developing Robust AI for Intrapartum Fetal Heart Rate Monitoring. Frontiers Artif. Intell. 4 (2021)
Sumit A. Raurale, Geraldine B. Boylan, Sean R. Mathieson, William P. Marnane, Gordon Lightbody, John M. O'Toole
Tracé alternant detector for grading hypoxic-ischemic encephalopathy in neonatal EEG. EUSIPCO (2021)
Eoin Brophy, Maarten De Vos, Geraldine B. Boylan, Tomás Ward
Estimation of Continuous Blood Pressure from PPG via a Federated Learning Approach. CoRR (2021)
Eoin Brophy, Maarten De Vos, Geraldine B. Boylan, Tomás Ward
Multivariate Generative Adversarial Networks and Their Loss Functions for Synthesis of Multichannel ECGs. IEEE Access 9 (2021)
Alison O'Shea, Gordon Lightbody, Geraldine B. Boylan, Andriy Temko
Neonatal seizure detection from raw multi-channel EEG using a fully convolutional architecture. CoRR (2021)
Eoin Brophy, Maarten De Vos, Geraldine B. Boylan, Tomás Ward
Estimation of Continuous Blood Pressure from PPG via a Federated Learning Approach. Sensors 21 (18) (2021)
Alison O'Shea, Rehan Ahmed, Gordon Lightbody, Elena Pavlidis, Rhodri Lloyd, Francesco Pisani, William P. Marnane, Sean Mathieson, Geraldine B. Boylan, Andriy Temko
Deep Learning for EEG Seizure Detection in Preterm Infants. Int. J. Neural Syst. 31 (8) (2021)
Alison O'Shea, Rehan Ahmed, Gordon Lightbody, Sean Mathieson, Elena Pavlidis, Rhodri Lloyd, Francesco Pisani, William P. Marnane, Geraldine B. Boylan, Andriy Temko
Deep Learning for EEG Seizure Detection in Preterm Infants. CoRR (2021)
M. E. O'Sullivan, Tatiana Gabruseva, Geraldine B. Boylan, M. O'Riordan, Gordon Lightbody, William P. Marnane
Classification of fetal compromise during labour: signal processing and feature engineering of the cardiotocograph. EUSIPCO (2021)
Sumit A. Raurale, Geraldine B. Boylan, Gordon Lightbody, John M. O'Toole
Identifying trace alternant activity in neonatal EEG using an inter-burst detection approach. CoRR (2020)
Sumit A. Raurale, Geraldine B. Boylan, Gordon Lightbody, John M. O'Toole
Identifying tracé alternant activity in neonatal EEG using an inter-burst detection approach. EMBC (2020)
Sumit A. Raurale, Geraldine B. Boylan, Gordon Lightbody, John M. O'Toole
Grading the severity of hypoxic-ischemic encephalopathy in newborn EEG using a convolutional neural network. CoRR (2020)
Alison O'Shea, Gordon Lightbody, Geraldine B. Boylan, Andriy Temko
Neonatal seizure detection from raw multi-channel EEG using a fully convolutional architecture. Neural Networks 123 (2020)
Lan Wei, Soraia Ventura, Madeleine M. Lowery, Mary Anne Ryan, Sean Mathieson, Geraldine B. Boylan, Catherine Mooney
Random Forest-based Algorithm for Sleep Spindle Detection in Infant EEG. EMBC (2020)
Sumit A. Raurale, Geraldine B. Boylan, Gordon Lightbody, John M. O'Toole
Grading the severity of hypoxic-ischemic encephalopathy in newborn EEG using a convolutional neural network. EMBC (2020)
John M. O'Toole, Geraldine B. Boylan
Machine learning without a feature set for detecting bursts in the EEG of preterm infants. EMBC (2019)
Mark O'Sullivan, Andriy Temko, Andrea Bocchino, Conor O'Mahony, Geraldine B. Boylan, Emanuel M. Popovici
Analysis of a Low-Cost EEG Monitoring System and Dry Electrodes toward Clinical Use in the Neonatal ICU. Sensors 19 (11) (2019)
Oksana Semenova, Giorgia Carra, Gordon Lightbody, Geraldine B. Boylan, Eugene M. Dempsey, Andriy Temko
Prediction of short-term health outcomes in preterm neonates from heart-rate variability and blood pressure using boosted decision trees. Comput. Methods Programs Biomed. 180 (2019)
John M. O'Toole, Geraldine B. Boylan
Machine learning without a feature set for detecting bursts in the EEG of preterm infants. CoRR (2019)
Brian Michael Murphy, Geraldine B. Boylan, Gordon Lightbody, William P. Marnane
Bag of Patterns for Nearest Neighbour Neonatal EEG Recall. EMBC (2019)
Sumit A. Raurale, Saif Nalband, Geraldine B. Boylan, Gordon Lightbody, John M. O'Toole
Suitability of an inter-burst detection method for grading hypoxic-ischemic encephalopathy in newborn EEG. EMBC (2019)
Sumit A. Raurale, Saif Nalband, Geraldine B. Boylan, Gordon Lightbody, John M. O'Toole
Suitability of an inter-burst detection method for grading hypoxic-ischemic encephalopathy in newborn EEG. CoRR (2019)
Oksana Semenova, Giorgia Carra, Gordon Lightbody, Geraldine B. Boylan, Eugene M. Dempsey
Heart Rate Variability during Periods of Low Blood Pressure as a Predictor of Short-Term Outcome in Preterms. EMBC (2018)
Alison O'Shea, Gordon Lightbody, Geraldine B. Boylan, Andriy Temko
Investigating the Impact of CNN Depth on Neonatal Seizure Detection Performance. EMBC (2018)
Mark O'Sullivan, Emanuel M. Popovici, Andrea Bocchino, Conor O'Mahony, Geraldine B. Boylan, Andriy Temko
System Level Framework for Assessing the Accuracy of Neonatal EEG Acquisition. EMBC (2018)
B. M. Murphy, Geraldine B. Boylan, Gordon Lightbody, William P. Marnane
An Approximate Nearest Neighbour System For Neonatal EEG Recall. EMBC (2018)
Alison O'Shea, Gordon Lightbody, Geraldine B. Boylan, Andriy Temko
Investigating the Impact of CNN Depth on Neonatal Seizure Detection Performance. CoRR (2018)
Sergi Gomez, Mark O'Sullivan, Emanuel M. Popovici, Sean Mathieson, Geraldine B. Boylan, Andriy Temko
On sound-based interpretation of neonatal EEG. CoRR (2018)
Mark O'Sullivan, Sergi Gomez, Alison O'Shea, Eduard Salgado, Kevin Huillca, Sean Mathieson, Geraldine B. Boylan, Emanuel M. Popovici, Andriy Temko
Neonatal EEG Interpretation and Decision Support Framework for Mobile Platforms. EMBC (2018)
John M. O'Toole, Eugene M. Dempsey, Geraldine B. Boylan
Extracting transients from cerebral oxygenation signals of preterm infants: a new singular-spectrum analysis method. EMBC (2018)
Mark O'Sullivan, Sergi Gomez, Alison O'Shea, Eduard Salgado, Kevin Huillca, Sean Mathieson, Geraldine B. Boylan, Emanuel M. Popovici, Andriy Temko
Neonatal EEG Interpretation and Decision Support Framework for Mobile Platforms. CoRR (2018)
Alison O'Shea, Gordon Lightbody, Geraldine B. Boylan, Andriy Temko
Neonatal Seizure Detection using Convolutional Neural Networks. CoRR (2017)
Oksana Semenova, Gordon Lightbody, John M. O'Toole, Geraldine B. Boylan, Eugene M. Dempsey, Andriy Temko
Modelling interactions between blood pressure and brain activity in preterm neonates. EMBC (2017)
Alison O'Shea, Gordon Lightbody, Geraldine B. Boylan, Andriy Temko
Neonatal seizure detection using convolutional neural networks. MLSP (2017)
Rehan Ahmed, Andriy Temko, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
Exploring temporal information in neonatal seizures using a dynamic time warping based SVM kernel. Comput. Biol. Medicine 82 (2017)
John M. O'Toole, Mmoloki Kenosi, Daragh Finn, Geraldine B. Boylan, Eugene M. Dempsey
Features of cerebral oxygenation detects brain injury in premature infants. EMBC (2016)
B. M. Murphy, Cillian O'Driscoll, Irina Korotchikova, Geraldine B. Boylan, Gordon Lightbody, William P. Marnane
Application of audio fingerprinting to Neonatal EEG. EMBC (2016)
Andrey Temko, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
Clinical implementation of a neonatal seizure detection algorithm. Decis. Support Syst. 70 (2015)
B. M. Murphy, Cillian O'Driscoll, Geraldine B. Boylan, Gordon Lightbody, William P. Marnane
Stream computing for biomedical signal processing: A QRS complex detection case-study. EMBC (2015)
Rehan Ahmed, Andrey Temko, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
Classification of hypoxic-ischemic encephalopathy using long term heart rate variability based features. EMBC (2015)
Andriy Temko, Orla M. Doyle, Deirdre Murray, Gordon Lightbody, Geraldine B. Boylan, William P. Marnane
Multimodal predictor of neurodevelopmental outcome in newborns with hypoxic-ischaemic encephalopathy. Comput. Biol. Medicine 63 (2015)
Shima Gholinezhadasnefestani, Andriy Temko, Nathan J. Stevenson, Geraldine B. Boylan, Gordon Lightbody, William P. Marnane
Assessment of quality of ECG for accurate estimation of Heart Rate Variability in newborns. EMBC (2015)
Rehan Ahmed, Andrey Temko, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
Grading brain injury in neonatal EEG using SVM and supervector kernel. ICASSP (2014)
Sunil Belur Nagaraj, Nathan J. Stevenson, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
Robustness of time frequency distribution based features for automated neonatal EEG seizure detection. EMBC (2014)
Andriy Temko, William P. Marnane, Geraldine B. Boylan, John M. O'Toole, Gordon Lightbody
Neonatal EEG audification for seizure detection. EMBC (2014)
Andrey Temko, Geraldine B. Boylan, William P. Marnane, Gordon Lightbody
Modulation frequency analysis of seizures in neonatal EEG. ICASSP (2014)
Andrey Temko, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
EEG 'diarization' for the description of neonatal brain injuries. ICASSP (2014)
Nathan J. Stevenson, John M. O'Toole, Irina Korotchikova, Geraldine B. Boylan
Artefact detection in neonatal EEG. EMBC (2014)
Sunil Belur Nagaraj, Nathan J. Stevenson, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
Neonatal Seizure Detection Using Atomic Decomposition With a Novel Dictionary. IEEE Trans. Biomed. Eng. 61 (11) (2014)
Andrey Temko, Geraldine B. Boylan, William P. Marnane, Gordon Lightbody
Robust neonatal EEG seizure Detection through Adaptive Background Modeling. Int. J. Neural Syst. 23 (4) (2013)
Eoin M. Thomas, Andrey Temko, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
Discriminative and Generative Classification Techniques Applied to Automated Neonatal Seizure Detection. IEEE J. Biomed. Health Informatics 17 (2) (2013)
Andriy Temko, Nathan J. Stevenson, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
Temporal evolution of seizure burden for automated neonatal EEG classification. EMBC (2012)
Rehan Ahmed, Andrey Temko, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
Dynamic time warping based neonatal seizure detection system. EMBC (2012)
Sunil Belur Nagaraj, Nathan J. Stevenson, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
A novel dictionary for neonatal EEG seizure detection using atomic decomposition. EMBC (2012)
Andrey Temko, Gordon Lightbody, Eoin M. Thomas, Geraldine B. Boylan, William P. Marnane
Instantaneous Measure of EEG Channel Importance for Improved Patient-Adaptive Neonatal Seizure Detection. IEEE Trans. Biomed. Eng. 59 (3) (2012)
Philip D. Healy, Ruairi D. O'Reilly, Geraldine B. Boylan, John P. Morrison
Interactive annotations to support collaborative analysis of streaming physiological data. CBMS (2011)
Andrey Temko, Climent Nadeu, William P. Marnane, Geraldine B. Boylan, Gordon Lightbody
EEG Signal Description with Spectral-Envelope-Based Speech Recognition Features for Detection of Neonatal Seizures. IEEE Trans. Inf. Technol. Biomed. 15 (6) (2011)
Andriy Temko, Gordon Lightbody, Geraldine B. Boylan, William P. Marnane
Online EEG channel weighting for detection of seizures in the neonate. EMBC (2011)
Andrey Temko, Irina Korotchikova, William P. Marnane, Gordon Lightbody, Geraldine B. Boylan
Validation of an Automated Seizure Detection System on Healthy Babies - Histogram-based Energy Normalization for Montage Mismatch Compensation. BIOSIGNALS (2010)
Nathan J. Stevenson, Irina Korotchikova, Geraldine B. Boylan
An estimate of newborn EEG amplitude with limited frequency content. ISSPA (2010)
Ruairi D. O'Reilly, Philip D. Healy, John P. Morrison, Geraldine B. Boylan
An Agent Framework for the Analysis of Streaming Physiological Data. eHealth (2010)
Ehsan Chah, Barry R. Greene, Geraldine B. Boylan, Richard B. Reilly
Investigation of Entropy and Complexity Measures for Detection of Seizures in the Neonate. BIOSIGNALS (2) (2008)
Stephen Faul, Gregor Gregorcic, Geraldine B. Boylan, William P. Marnane, Gordon Lightbody, Sean Connolly
Gaussian Process Modeling of EEG for the Detection of Neonatal Seizures. IEEE Trans. Biomed. Eng. 54 (12) (2007)
Barry R. Greene, Philip de Chazal, Geraldine B. Boylan, Sean Connolly, Richard B. Reilly
Electrocardiogram Based Neonatal Seizure Detection. IEEE Trans. Biomed. Eng. 54 (4) (2007)
Barry R. Greene, Richard B. Reilly, Geraldine B. Boylan, Philip de Chazal, Sean Connolly
Multi-channel EEG based Neonatal Seizure Detection. EMBC (2006)
Stephen Faul, Gregor Gregorcic, Geraldine B. Boylan, William P. Marnane, Gordon Lightbody, Sean Connolly
Gaussian Process Modelling as an Indicator of Neonatal Seizure. SPPRA (2006)
Barry R. Greene, Philip de Chazal, Geraldine B. Boylan, Richard B. Reilly, Ciara O'Brien, Sean Connolly
Heart and respiration rate changes in the neonate during electroencephalographic seizure. Medical Biol. Eng. Comput. 44 (1-2) (2006)
Stephen Faul, Liam Marnane, Gordon Lightbody, Geraldine B. Boylan, Sean Connolly
A method for the blind separation of sources for use as the first stage of a neonatal seizure detection system. ICASSP (5) (2005)