DocumentCode :
3372011
Title :
Multiresolution representation and analysis of ECG waveforms
Author :
Jager, F. ; Koren, I. ; Gyergyek, L.
Author_Institution :
Fac. of Electr. & Comput. Eng., Ljubljana, Yugoslavia
fYear :
1990
fDate :
23-26 Sep 1990
Firstpage :
547
Lastpage :
550
Abstract :
A new pattern recognition method is introduced for the multiresolution representation and analysis of electrocardiogram (ECG) waveforms. The multiresolution representation is based on filtering the curvature of the curve with continuum of Gaussian filters where Gaussian standard deviation increases, and on extracting of extrema points in filtered versions of the curvature (scale-space filtering). The original curve is then segmented at each scale into linear parts with regard to the extracted extrema points. After segmentation and linking segments between scales, shape is represented qualitatively in a hierarchical tree form holding information on coarser and finer details of shape. Different methods of tree form analysis can be applied to data compression, classification of heart beats or fine structure analysis. The fast computation scheme and transformation into hierarchical structure are described. In addition to the method of representation, a data compression method is proposed. Comparison to the AZTEC data compression method is given
Keywords :
electrocardiography; pattern recognition; waveform analysis; AZTEC data compression method; ECG waveforms analysis; Gaussian standard deviation; curvature filtering; extrema points; heart beats classification; hierarchical structure; hierarchical tree form; multiresolution representation; pattern recognition method; scale-space filtering; Classification tree analysis; Data compression; Data mining; Electrocardiography; Filtering; Filters; Joining processes; Pattern analysis; Pattern recognition; Shape;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computers in Cardiology 1990, Proceedings.
Conference_Location :
Chicago, IL
Print_ISBN :
0-8186-2225-3
Type :
conf
DOI :
10.1109/CIC.1990.144276
Filename :
144276
Link To Document :
بازگشت