DocumentCode :
973214
Title :
Statistical discriminant analysis of arrhythmias using intracardial electrograms
Author :
Turner, T. Rolf ; Thomson, Peter J. ; Cameron, Murray A.
Author_Institution :
Dept. of Math. & Stat., New Brunswick Univ., Fredericton, NB, Canada
Volume :
40
Issue :
9
fYear :
1993
Firstpage :
985
Lastpage :
989
Abstract :
The problem of classifying ventricular arrhythmias from intracardial electrograms is considered. Standard statistical discrimination procedures are applied using a simple parametric model for the shape of the pulse near its peak. This approach makes simultaneous use of the model parameters, has well known statistical properties, and involves computations that can be carried out efficiently. Preliminary analyses of real data sets, using both linear and quadratic discrimination functions, yield promising results.
Keywords :
electrocardiography; medical signal processing; parameter estimation; statistical analysis; ECG; algorithms; intracardial electrograms; linear discrimination functions; parametric model; pulse shape recognition; quadratic discrimination functions; statistical discrimination; step function model; ventricular arrhythmias; Algorithm design and analysis; Australia; Data analysis; Heart rate; Mathematics; Parametric statistics; Pathology; Pulse measurements; Pulse shaping methods; Rhythm; Shape; Shape measurement; Algorithms; Arrhythmias, Cardiac; Discriminant Analysis; Electrocardiography; Equipment Design; Humans; Myocardial Infarction; Pacemaker, Artificial; Signal Processing, Computer-Assisted;
fLanguage :
English
Journal_Title :
Biomedical Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9294
Type :
jour
DOI :
10.1109/10.245621
Filename :
245621
Link To Document :
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