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
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;
Conference_Titel :
Computing in Cardiology, 2010
Conference_Location :
Belfast
Print_ISBN :
978-1-4244-7318-2