Independent Component Analysis and Decision Trees for ECG Holter Recording De-Noising
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216224%3A14110%2F14%3A00078730" target="_blank" >RIV/00216224:14110/14:00078730 - isvavai.cz</a>
Alternative codes found
RIV/68407700:21230/14:00218088 RIV/68407700:21730/14:00218088 RIV/00159816:_____/14:00061098
Result on the web
<a href="http://dx.doi.org/10.1371/journal.pone.0098450" target="_blank" >http://dx.doi.org/10.1371/journal.pone.0098450</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1371/journal.pone.0098450" target="_blank" >10.1371/journal.pone.0098450</a>
Alternative languages
Result language
angličtina
Original language name
Independent Component Analysis and Decision Trees for ECG Holter Recording De-Noising
Original language description
We have developed a method focusing on ECG signal de-noising using Independent component analysis (ICA). This approach combines JADE source separation and binary decision tree for identification and subsequent ECG noise removal. In order to to test the efficiency of this method comparison to standard filtering a wavelet-based de-noising method was used. Freely data available at Physionet medical data storage were evaluated. Evaluation criteria was root mean square error (RMSE) between original ECG and filtered data contaminated with artificial noise. Proposed algorithm achieved comparable result in terms of standard noises (power line interference, base line wander, EMG), but noticeably significantly better results were achieved when uncommon noise (electrode cable movement artefact) were compared.
Czech name
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Czech description
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Classification
Type
J<sub>x</sub> - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)
CEP classification
FA - Cardiovascular diseases including cardio-surgery
OECD FORD branch
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Result continuities
Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace
Others
Publication year
2014
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
Plos one
ISSN
1932-6203
e-ISSN
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Volume of the periodical
9
Issue of the periodical within the volume
6
Country of publishing house
US - UNITED STATES
Number of pages
9
Pages from-to
"e98450"
UT code for WoS article
000341869000031
EID of the result in the Scopus database
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