Can the regression trees be used to model relation between ECG leads?
2016 (English)In: Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST, 2016, Vol. 169, 467-472 p.Conference paper (Refereed)
Presented is a preliminary study that investigates regression trees application for the purpose of mapping relationship between three differential ECG leads and leads of the 12-lead ECG. The approach was evaluated on a single ECG measurement on which it was superior to two syntheses performed by universal and personalized linear transformations, in terms of correlation coefficients between the synthesized and measured leads. A prominent imperfection however is that the regression trees can output only a limited number of values equal to the number of leaf nodes. The paper indicates some ideas on how to overcome this deficiency.
Place, publisher, year, edition, pages
2016. Vol. 169, 467-472 p.
Derived electrocardiograms, Differential leads, ECG, Electrocardiography, Leads synthesis, Regression trees, Wireless electrodes, Forestry, Linear transformations, Mathematical transformations, Regression analysis, Correlation coefficient, Ecg measurements, Mapping relationships, Modeling relations, Output only, Internet of things
IdentifiersURN: urn:nbn:se:mdh:diva-34534DOI: 10.1007/978-3-319-47063-4_50ScopusID: 2-s2.0-85000870073ISBN: 9783319470627 (print)OAI: oai:DiVA.org:mdh-34534DiVA: diva2:1059185
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