DocumentCode
541547
Title
Estimation of missing data in multi-channel physiological time-series by average substitution with timing from a reference channel
Author
Langley, Philip ; King, Susan ; Wang, Kun ; Zheng, Dingchang ; Giovannini, Roberto ; Bojarnejad, Marjan ; Murray, Alan
Author_Institution
Freeman Hosp., Newcastle Univ., Newcastle upon Tyne, UK
fYear
2010
fDate
26-29 Sept. 2010
Firstpage
309
Lastpage
312
Abstract
The Computing in Cardiology Challenge 2010 was to develop a computer algorithm for reconstructing missing sections of physiological data. For cardiac related signals our algorithm obtained beat timings from a reference timing channel. Missing beats were estimated from the average of non-missing beats. ECG derived respiration was used for missing respiratory data. Score for event 1 was 59 and for event 2 was 72. Good scores were achieved despite beat-to-beat reconstructions that lacked important physiological detail, serving to illustrate that it is essential to evaluate the clinical impact of reconstruction algorithms.
Keywords
electrocardiography; medical signal processing; time series; Computing in Cardiology Challenge 2010; ECG derived respiration; average substitution; cardiac related signal; missing data estimation; multichannel physiological time series; Algorithm design and analysis; Cardiology; Electrocardiography; Lead; Neodymium; Principal component analysis; Timing;
fLanguage
English
Publisher
ieee
Conference_Titel
Computing in Cardiology, 2010
Conference_Location
Belfast
ISSN
0276-6547
Print_ISBN
978-1-4244-7318-2
Type
conf
Filename
5737971
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