@inproceedings{a91b50b118054687b17e441ad764a61f,
title = "Towards accurate search for neonatal heartbeat: weighted algorithm for reliable ECG analysis of premature infants",
abstract = "Accurate identification of the QRS complex is critical to analyse heart rate variability (HRV), which is linked to various adverse outcomes in premature infants. Reliable and accurate extraction of HRV characteristics at a large scale in the neonatal context remains a challenge. In this paper, we investigate the capabilities of 15 state-of-the-art QRS complex detection implementations using two real-world preterm neonatal datasets. As an attempt to improve the accuracy and reliability, we introduce a weighted ensemble-based method as an alternative. Obtained results indicate the superiority of the proposed method over the state of the art on both datasets with an F1-score of 0.966 (95\% CI 0.962-0.97) and 0.893 (95\% CI 0.892-0.894). This motivates the deployment of ensemble-based methods for any HRV-based analysis to ensure robust and accurate QRS complex detection.",
keywords = "artificial intelligence, Electrocardiogram, ensemble model, premature infant, R wave detection",
author = "Jessica Rahman and Aida Brankovic and Mark Tracy and Robert Halliday and Sankalp Khanna",
note = "Copyright {\textcopyright} 2024 International Medical Informatics Association (IMIA) and IOS Press. Version archived for private and non-commercial use with the permission of the author/s and according to publisher conditions. For further rights please contact the publisher.; 19th World Congress on Medical and Health Informatics, MedInfo 2023 ; Conference date: 08-07-2023 Through 12-07-2023",
year = "2024",
month = jan,
day = "25",
doi = "10.3233/SHTI230960",
language = "English",
isbn = "9781643684567",
series = "Studies in Health Technology and Informatics",
publisher = "IOS Press",
pages = "224--228",
editor = "Jen Bichel-Findlay and Paula Otero and Philip Scott and Elaine Huesing",
booktitle = "MEDINFO 2023 - The Future is Accessible",
address = "Netherlands",
}