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Comparison of Seven Approaches for Holter ECG Clustering and Classification

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F07%3A03133995" target="_blank" >RIV/68407700:21230/07:03133995 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Comparison of Seven Approaches for Holter ECG Clustering and Classification

  • Original language description

    In this work we present a comparative study, testing selected methods for clustering and classification of holter electrocardiogram (ECG). More specifically we focused on the task of discriminating between normal 'N' beats and premature ventricular 'V' beats Some of the tested methods represent the state of the art in pattern analysis, while others are novel algorithms developed by us. All the algorithms were tested on the same datasets, namely the MIT-BIH and the AHA data bases. The results for all theemployed methods are compared and evaluated using the measures of sensitivity and specificity.

  • Czech name

    Porovnání sedmi přístupů pro shlukování a klasifikaci záznamů z EKG holteru

  • Czech description

    V této práci je presentována porovnávací studie, ve které jsou srovnávány vybrané metody pro shlukování a klasifikaci záznamu beatů holterovských EKG záznamů. Konkrétněji - testovali jsme známé i nové algoritmy na stejných datových sadách, sestávajícíchz MIT-BIH a AHA databází. Výsledky byly porovnány na základě sensitivity a specificity.

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    JC - Computer hardware and software

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/1ET201210527" target="_blank" >1ET201210527: Knowledge-based support of diagnostics and prediction in cardiology</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Others

  • Publication year

    2007

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Sciences and Technologies for Health

  • ISBN

    978-1-4244-0787-3

  • ISSN

  • e-ISSN

  • Number of pages

    4

  • Pages from-to

    3844-3847

  • Publisher name

    IEEE

  • Place of publication

    Piscataway

  • Event location

    Lyon

  • Event date

    Aug 23, 2007

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article