D-ECG: a dynamic framework for cardiac arrhythmia detection from IoT-based ECGs

Jinyuan He, Jia Rong, Le Sun, Hua Wang, Yanchun Zhang, Jiangang Ma

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

8 Citations (Scopus)

Abstract

Cardiac arrhythmia has been identified as a type of cardiovascular diseases (CVDs) that causes approximately 12 % of all deaths globally. The current progress on arrhythmia detection based on ECG recordings is facing a bottleneck for adopting single classifier and static ensemble methods. Besides, most of the work tend to use a static feature set for characterizing all types of heartbeats, which may limit the classification performance. To fill in the gap, a novel framework called D-ECG is proposed to introduce dynamic ensemble selection (DES) technique to provide accurate detection of cardiac arrhythmia. In addition, the proposed D-ECG develops a result regulator that use different features to refine the classification result from the DES technique. The results reported in this paper have shown visible improvement on the overall heartbeat classification accuracy as well as the sensitivity of disease heartbeats.

Original languageEnglish
Title of host publicationWeb Information Systems Engineering – WISE 2018
Subtitle of host publication19th International Conference Dubai, United Arab Emirates, November 12–15, 2018 Proceedings, Part II
EditorsHakim Hacid, Wojciech Cellary, Hua Wang, Hye-Young Paik, Rui Zhou
Place of PublicationCham Switzerland
PublisherSpringer
Pages85-99
Number of pages15
ISBN (Electronic)9783030029258
ISBN (Print)9783030029241
DOIs
Publication statusPublished - 2018
Externally publishedYes
EventInternational Conference on Web Information Systems Engineering 2018 - Dubai, United Arab Emirates
Duration: 12 Nov 201815 Nov 2018
Conference number: 19th
http://wise2018.connect.rs/index.html

Publication series

NameLecture Notes in Computer Science
PublisherSpringer
Volume11234
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

ConferenceInternational Conference on Web Information Systems Engineering 2018
Abbreviated titleWISE 2018
CountryUnited Arab Emirates
CityDubai
Period12/11/1815/11/18
Internet address

Keywords

  • Cardiac arrhythmia detection
  • Dynamic ensemble selection
  • ECG

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