From intracardiac electrograms to electrocardiograms. Models and metamodels

Abstract : We consider the problem of building a standard electrocardiogram (ECG) from the electrical potential provided by a pacemaker in a few points of the heart (electrogram). We use a 3D mathematical model of the heart and the torso electrical activity, able to generate "computational ECG", and a "metamodel" based on a kernel ridge regression. The input of the metamodel is the electrogram, its output is the ECG. The 3D model is used to train and test the metamodel. We illustrate the performance of the proposed strategy on simulated bundle branch blocks of various severities and a few clinical data
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Communication dans un congrès
Ayache, Nicholas and Delingette, Hervé and Sermesant, Maxime. Functional Imaging and Modeling of the Heart, 2009, Nice, France. Springer Verlag, 5528, pp.524-533, 2009, Lecture Notes in Computer Science; Functional Imaging and Modeling of the Heart. <http://www.springer.com/computer/image+processing/book/978-3-642-01931-9>
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https://hal.inria.fr/inria-00542776
Contributeur : Miguel Angel Fernández <>
Soumis le : vendredi 3 décembre 2010 - 14:57:31
Dernière modification le : mardi 4 juillet 2017 - 11:24:31

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  • HAL Id : inria-00542776, version 1

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Géraldine Ebrard, Miguel Angel Fernández, Jean-Frédéric Gerbeau, Fabrice Rossi, Nejib Zemzemi. From intracardiac electrograms to electrocardiograms. Models and metamodels. Ayache, Nicholas and Delingette, Hervé and Sermesant, Maxime. Functional Imaging and Modeling of the Heart, 2009, Nice, France. Springer Verlag, 5528, pp.524-533, 2009, Lecture Notes in Computer Science; Functional Imaging and Modeling of the Heart. <http://www.springer.com/computer/image+processing/book/978-3-642-01931-9>. <inria-00542776>

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