Title :
Feature extraction in body surface potential mapping
Author :
Chudacek, V. ; Lhotska, L. ; Kittnar, O. ; Mlcek, M.
Author_Institution :
Gerstner Lab., Czech Tech. Univ., Prague
Abstract :
Multichannel electrocardiography is an extension of the conventional electrocardiography. It enables to acquire refined data for more complex analysis. Body surface mapping is a graphical presentation of cardiac activity as measured from the body surface. In this work we have focused on feature extraction from the measured signals and finding relations between them. Three groups of healthy women have been measured; one group with heart signal, as we assume, predictably distorted by pregnancy; second group of women after delivery, and third group of healthy not pregnant women. We have generated several decision trees from the extracted values, using different combinations of features. We have identified several features that may be more discriminative than the other ones
Keywords :
bioelectric potentials; decision trees; electrocardiography; feature extraction; medical signal processing; body surface potential mapping; cardiac activity; decision trees; feature extraction; multichannel electrocardiography; pregnancy; Cardiac disease; Distortion measurement; Electrocardiography; Electrodes; Feature extraction; Heart; Performance analysis; Pregnancy; Shape; Surface morphology;
Conference_Titel :
Computers in Cardiology, 2005
Conference_Location :
Lyon
Print_ISBN :
0-7803-9337-6
DOI :
10.1109/CIC.2005.1588157