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Andoni Elola
Researcher at University of the Basque Country
Publications - 29
Citations - 530
Andoni Elola is an academic researcher from University of the Basque Country. The author has contributed to research in topics: Computer science & Cardiopulmonary resuscitation. The author has an hindex of 9, co-authored 22 publications receiving 265 citations. Previous affiliations of Andoni Elola include Emory University.
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Journal ArticleDOI
Classification of 12-lead ECGs: the PhysioNet/Computing in Cardiology Challenge 2020.
Erick A Perez Alday,Annie Gu,Amit J. Shah,Chad Robichaux,An-Kwok Ian Wong,Chengyu Liu,Feifei Liu,Ali Bahrami Rad,Andoni Elola,Andoni Elola,Salman Seyedi,Qiao Li,Ashish Sharma,Gari D. Clifford,Gari D. Clifford,Matthew A. Reyna +15 more
TL;DR: This work addresses issues by providing a standard, multi-institutional database and a novel scoring metric through a public competition: the PhysioNet/Computing in Cardiology Challenge 2020, setting a new bar in reproducibility for public data science competitions.
Journal ArticleDOI
Deep Neural Networks for ECG-Based Pulse Detection during Out-of-Hospital Cardiac Arrest.
Andoni Elola,Elisabete Aramendi,Unai Irusta,Artzai Picon,Erik Alonso,Pamela Owens,Ahamed H. Idris +6 more
TL;DR: Two deep neural network architectures are proposed to detect pulse using short ECG segments to classify the rhythm into pulseless electrical activity (PEA) or pulse-generating rhythm (PR) and improved the performance of state of the art methods by more than 1.5 points in BAC.
Posted ContentDOI
Heart Murmur Detection from Phonocardiogram Recordings: The George B. Moody PhysioNet Challenge 2022
Matthew A. Reyna,Yashar Kiarashi,Andoni Elola,Jorge Oliveira,Francesca Vera Renna,Annie Gu,Erick A. Perez-Alday,Nadi Sadr,A. Sharma,Sônia Mattos,Miguel Coimbra,Reza Sameni,Ali Bahrami Rad,Gari D. Clifford +13 more
TL;DR: A cost-based evaluation metric is devised that captures the costs of screening, treatment, and diagnostic errors, allowing us to investigate the benefits of algorithmic pre-screening and facilitate the development of more clinically relevant algorithms.
Journal ArticleDOI
Feasibility of the capnogram to monitor ventilation rate during cardiopulmonary resuscitation.
Elisabete Aramendi,Andoni Elola,Erik Alonso,Unai Irusta,Mohamud Daya,James K. Russell,Pia Hubner,Fritz Sterz +7 more
TL;DR: An automatic algorithm based on the capnogram to detect ventilations and provide feedback on ventilation rate during CPR was evaluated, and its accuracy was proven even in intervals where canpography signal was severely corrupted by CCs.
Journal ArticleDOI
ECG-based pulse detection during cardiac arrest using random forest classifier
Andoni Elola,Elisabete Aramendi,Unai Irusta,Javier Del Ser,Javier Del Ser,Erik Alonso,Mohamud Daya +6 more
TL;DR: The first method based exclusively on the ECG for the automatic detection of pulse during cardiopulmonary resuscitation is introduced, which permits to detect the presence of pulse accurately, minimizing interruptions in cardiopula resuscitation therapy, and could contribute to improve survival from cardiac arrest.