{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2022,5,25]],"date-time":"2022-05-25T12:43:02Z","timestamp":1653482582361},"reference-count":0,"publisher":"IOS Press","license":[{"start":{"date-parts":[[2022,5,25]],"date-time":"2022-05-25T00:00:00Z","timestamp":1653436800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,5,25]]},"abstract":"<jats:p>Automatic classification of ECG signals has been a longtime research area with large progress having been made recently. However these advances have been achieved with increasingly complex models at the expense of model\u2019s interpretability. In this research, a new model based on multivariate autoregressive model (MAR) coefficients combined with a tree-based model to classify bundle branch blocks is proposed. The advantage of the presented approach is to build a lightweight model which combined with post-hoc interpretability can bring new insights into important cross-lead dependencies which are indicative of the diseases of interest.<\/jats:p>","DOI":"10.3233\/shti220393","type":"book-chapter","created":{"date-parts":[[2022,5,25]],"date-time":"2022-05-25T12:12:35Z","timestamp":1653480755000},"source":"Crossref","is-referenced-by-count":0,"title":["A Lightweight and Interpretable Model to Classify Bundle Branch Blocks from ECG Signals"],"prefix":"10.3233","author":[{"given":"Hugues","family":"Turb\u00e9","sequence":"first","affiliation":[{"name":"Division of medical information sciences, University hospitals of Geneva and Department of radiology and medical informatics, University of Geneva, Switzerland"}]},{"given":"Mina","family":"Bjelogrlic","sequence":"additional","affiliation":[{"name":"Division of medical information sciences, University hospitals of Geneva and Department of radiology and medical informatics, University of Geneva, Switzerland"}]},{"given":"Mehdi","family":"Namdar","sequence":"additional","affiliation":[{"name":"Cardiology Division, University Hospitals of Geneva, Switzerland"}]},{"given":"Christophe","family":"Gaudet-Blavignac","sequence":"additional","affiliation":[{"name":"Division of medical information sciences, University hospitals of Geneva and Department of radiology and medical informatics, University of Geneva, Switzerland"}]},{"given":"Jamil","family":"Zaghir","sequence":"additional","affiliation":[{"name":"Division of medical information sciences, University hospitals of Geneva and Department of radiology and medical informatics, University of Geneva, Switzerland"}]},{"given":"Jean-Philippe","family":"Goldman","sequence":"additional","affiliation":[{"name":"Division of medical information sciences, University hospitals of Geneva and Department of radiology and medical informatics, University of Geneva, Switzerland"}]},{"given":"Belinda","family":"Lokaj","sequence":"additional","affiliation":[{"name":"Division of medical information sciences, University hospitals of Geneva and Department of radiology and medical informatics, University of Geneva, Switzerland"}]},{"given":"Christian","family":"Lovis","sequence":"additional","affiliation":[{"name":"Division of medical information sciences, University hospitals of Geneva and Department of radiology and medical informatics, University of Geneva, Switzerland"}]}],"member":"7437","container-title":["Studies in Health Technology and Informatics","Challenges of Trustable AI and Added-Value on Health"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/SHTI220393","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,25]],"date-time":"2022-05-25T12:12:36Z","timestamp":1653480756000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI220393"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,5,25]]},"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti220393","relation":{},"ISSN":["0926-9630","1879-8365"],"issn-type":[{"value":"0926-9630","type":"print"},{"value":"1879-8365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,5,25]]}}}