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Can the regression ...
Can the regression trees be used to model relation between ECG leads?
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- Tomasic, Ivan (author)
- Mälardalens högskola,Inbyggda system
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- Trobec, R. (author)
- Department of Communication Systems, Jožef Stefan Institute, Ljubljana, Slovenia
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- Lindén, Maria (author)
- Mälardalens högskola,Inbyggda system
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(creator_code:org_t)
- Cham : Springer International Publishing, 2016
- 2016
- English.
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In: Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST. - Cham : Springer International Publishing. - 9783319470627 ; , s. 467-472
- Related links:
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https://urn.kb.se/re...
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https://doi.org/10.1...
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Abstract
Subject headings
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- 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.
Subject headings
- TEKNIK OCH TEKNOLOGIER -- Medicinteknik (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Medical Engineering (hsv//eng)
Keyword
- 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
Publication and Content Type
- ref (subject category)
- kon (subject category)
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