Browsing CSEM Archive by Author "Van Zaen, Jérôme"
Now showing items 1-18 of 18
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A Recurrent Neural Network to Classify Atrial Fibrillation from Ppg Interbeat Interval
Genzoni, Elsa; Van Zaen, Jérôme; Lemay, Mathieu; Pruvot, Etienne; Braun, Fabian; Vesin, Jean-Marc (2019-08) -
Atrial Fibrillation Detection from PPG Interbeat Intervals via a Recurrent Neural Network
Van Zaen, Jérôme; Genzoni, Elsa; Braun, Fabian; Renevey, Philippe; Pruvot, Etienne; Vesin, Jean-Marc; Lemay, Mathieu (2019)Atrial ?brillation (AF) affects millions of individuals worldwide and can lead to serious complications such as stroke or heart failure. This arrhythmia is dif?cult to diagnose with ambulatory electrocardiogram monitors ... -
Cardiac Arrhythmia Detection from ECG with Convolutional Recurrent Neural Networks
Van Zaen, Jérôme; Delgado-Gonzalo, Ricard; Ferrario, Damien; Lemay, Mathieu (2019-02-22) -
Challenging the Limitations of Atrial Fibrillation Detection in the Presence of Other Cardiac Arrythmias
Genzoni, Elsa; Braun, Fabian; Van Zaen, Jérôme; Renevey, Philippe; Lemay, Mathieu; Pruvot, Etienne; Vesin, Jean-Marc (2020-07) -
Classification of Cardiac Arrhythmias from Single Lead ECG with a Convolutional Recurrent Neural Network:
Van Zaen, Jérôme; Chételat, Olivier; Lemay, Mathieu; Calvo, Enric; Delgado-Gonzalo, Ricard (2019) -
ECG Classification With a Convolutional Recurrent Neural Network
Sigurthorsdottir, Halla; Van Zaen, Jérôme; Delgado-Gonzalo, Ricard; Lemay, Mathieu (2020-12-30)We developed a convolutional recurrent neural network to classify 12-lead ECG signals for the challenge of PhysioNet/Computing in Cardiology 2020 as team Pink Irish Hat. The model combines convolutional and recurrent layers, ... -
Efficient privacy-preserving neural network inference for heart arrythmia detection
Chervet, Philipp; Olteanu, Alexandra-Mihaela; Troncoso-Pastoriza, Juan Ramón; Froelicher, David; Van Zaen, Jérôme; Delgado-Gonzalo, Ricard; Hubaux, Jean-Pierre (2019-08-27) -
Generative Pre-Trained Transformer for Cardiac Abnormality Detection
Gaudilliere, Pierre Louis; Sigurthorsdottir, Halla; Aguet, Clémentine; Van Zaen, Jérôme; Lemay, Mathieu; Delgado-Gonzalo, Ricard (2021-09-13)ECG heartbeat classi?cation plays a vital role in diagnosis of cardiac arrhythmia. The goal of the Physionet/CinC 2021 challenge was to accurately classify clinical diagnosis based on 12, 6, 4, 3 or 2-lead ECG recordings ... -
Improving Photoplethysmography-Based Multiclass Cardiac Arrhythmia Detection via Pulse Wave Analysis
Jeanningros, Loïc; Braun, Fabian; Van Zaen, Jérôme; Le Bloa, Mathieu; Porretta, Alessandra; Herrera, Claudia; Teres, Cheryl; Domenichini, Giulia; Carroz, Patrice; Graf, Denis; Pascale, Patrizio; Vesin, Jean-Marc; Thiran, Jean-Philippe; Pruvot, Etienne; Lemay, Mathieu (2022-09-30)Methods PPG signals were acquired from the wrist simultaneously with 12-lead ECG (used for gold-standard annotation of CAs) from 42 patients referred for catheter ablation at the Lausanne University Hospital. PPG segments ... -
Interbeat Interval Detection from Synthetic Photoplethysmography Signals
Aguet, Clementine; Jeanningros, Loïc; Braun, Fabian; Van Zaen, Jérôme; Lemay, Mathieu (2021-09-13)Introduction: Photoplethysmography (PPG) is a low-cost, non-invasive and convenient technology that can be embedded in wearable devices. It is a promising alternative to electrocardiography (ECG) for monitoring of physiological ... -
Limitations of Unobtrusive Detection of Sleep Disordered Breathing using Heart Rate Variability
Cucu, Raluca; Braun, Fabian; Van Zaen, Jérôme; Renevey, Philippe; Lemkaddem, Alia; De Jaegere, Kurt; Horvath, Christian M.; Roth, Corinne; Brill, Anne-Kathrin; Lemay, Mathieu; Ott, Sebastian R. (2020-10) -
Machine learning approaches for improved continuous, non- - occlusive arterial pressure monitoring using photoplethysmography
Jorge, João; Aguet, Clementine; Van Zaen, Jérôme; Proença, Martin; Bonnier, Guillaume; Renevey, Philippe; Lemay, Mathieu (2019) -
Multi-Parametric Vital Sign Estimation for Monitoring of Sleep Disordered Breathing
Braun, Fabian; Baty, Florent; Van Zaen, Jérôme; Bonnier, Guillaume; Renevey, Philippe; Theurillat, Patrick; Proença, Martin; Proust, Yara-Maria; Boesch, Maximillian; Schoch, Otto D.; Ferrario, Damien; Lemay, Mathieu; Annaheim, Simon; Brutsche, Martin (2021-06-17) -
Optical monitoring of breathing disorders and sleep phases at the wrist
Renevey, Philippe; Braun, Fabian; Van Zaen, Jérôme; Lemkaddem, Alia; Lemay, Mathieu; De Jaegere, Kurt; Horvath, Christian M.; Roth Wälti, Corinne; Brill, Anne-Kathrin; Ott, Sebastian R. (2019-10)Sleep quality is a valuable indicator of human health since various pathologies can disturb the normal sleep pattern. Today, the gold-standard measurement for sleep analysis is polysomnography. It provides a full picture ... -
Sepsis Detection Using Missingness Information
Aguet, Clementine; Van Zaen, Jérôme; Lemay, Mathieu (2019-09-08)Sepsis is one of the leading causes of death in hospital. An early detection is crucial to reduce its consequences and mortality. The challenge of Computing in Cardiology 2019 is addressing this issue by providing about ... -
Sleep Staging Using Deep Neural Networks
Braun, Fabian; Renevey, Philippe; Van Zaen, Jérôme; Lemkaddem, Alia; Türetken, Engin; Dunbar, Andrea; Delgado-Gonzalo, Ricard; Lemay, Mathieu; De Jaegere, Kurt; Horvath, Christian M.; Roth Wälti, Corinne; Brill, Anne-Kathrin; Ott, Sebastian R. (2019-10)Polysomnography (PSG) is the current state of the art for sleep staging but has several drawbacks: it requires a multitude of sensors and needs experienced technicians, which makes it expensive. It is further not suited ... -
Towards Unobtrusive Detection and Monitoring of Sleep Disordered Breathing using Wearables: Validation of Watch-Based Measurement of Oxygen Saturation, Respiration and Heart Rate
Braun, Fabian; Renevey, Philippe; Theurillat, Patrick; Proenca, Martin; Van Zaen, Jérôme; Lemkaddem, Alia; Ferrario, Damien; De Jaegere, Kurt; Horvath, Christian M.; Roth, Corinne; Brill, Anne-Kathrin; Lemay, Mathieu; Ott, Sebastian R. (2020-10) -
Towards Unobtrusive Long-Term Monitoring of Sleep Apnea Syndrome
Braun, Fabian; Baty, Florent; Van Zaen, Jérôme; Bonnier, Guillaume; Renevey, Philippe; Theurillat, Patrick; Proença, Martin; Proust, Yara-Maria; Boesch, Maximillian; Schoch, Otto D.; Annaheim, Simon; Brutsche, Martin; Ferrario, Damien; Lemay, Mathieu (2021-09-12)