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
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;
Journal_Title :
Biomedical Engineering, IEEE Transactions on