Projects per year
Abstract
This paper presents an automated framework for the detection of the QRS complex from Electrocardiogram (ECG) signals. We introduce an artefact-tolerant pre-processing algorithm which emphasises a number of characteristics of the ECG that are representative of the QRS complex. With this processed ECG signal we train Logistic Regression and Support Vector Machine classification models. With our approach we obtain over 99.7% detection sensitivity and precision on the MIT-BIH database without using supplementary de-noising or pre-emphasis filters.
Original language | English |
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Title of host publication | 2014 8th International Conference on Complex, Intelligent and Software Intensive Systems, CISIS 2014 |
Publisher | Institute of Electrical and Electronics Engineers (IEEE) |
Pages | 519-524 |
Number of pages | 6 |
ISBN (Print) | 9781479943258 |
DOIs | |
Publication status | Published - 1 Jan 2014 |
Event | 2014 8th International Conference on Complex, Intelligent and Software Intensive Systems, CISIS 2014 - Birmingham, United Kingdom Duration: 2 Jul 2014 → 4 Jul 2014 |
Conference
Conference | 2014 8th International Conference on Complex, Intelligent and Software Intensive Systems, CISIS 2014 |
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Country/Territory | United Kingdom |
City | Birmingham |
Period | 2/07/14 → 4/07/14 |
Research Groups and Themes
- Jean Golding
- SPHERE
Keywords
- Pattern recognition
- QRS detection
Fingerprint
Dive into the research topics of 'A machine learning approach to objective cardiac event detection'. Together they form a unique fingerprint.Projects
- 1 Finished
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SPHERE (EPSRC IRC)
Craddock, I. J. (Principal Investigator), Coyle, D. T. (Principal Investigator), Flach, P. A. (Principal Investigator), Kaleshi, D. (Principal Investigator), Mirmehdi, M. (Principal Investigator), Piechocki, R. J. (Principal Investigator), Stark, B. H. (Principal Investigator), Ascione, R. (Co-Principal Investigator), Ashburn, A. M. (Collaborator), Burnett, M. E. (Collaborator), Damen, D. (Co-Principal Investigator), Gooberman-Hill, R. (Principal Investigator), Harwin, W. S. (Collaborator), Hilton, G. (Co-Principal Investigator), Holderbaum, W. (Collaborator), Holley, A. P. (Manager), Manchester, V. A. (Administrator), Meller, B. J. (Other ), Stack, E. (Collaborator) & Gilchrist, I. D. (Principal Investigator)
1/10/13 → 30/09/18
Project: Research, Parent