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
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