Title :
A multicriteria decision based approach for ischaemia detection in long duration ECGs
Author :
Goletsis, Y. ; Papaloukas, C. ; Fotiadis, D.I. ; Likas, A. ; Michalis, L.K.
Author_Institution :
Dept. of Comput. Sci., Ioannina Univ., Greece
Abstract :
A new method based on a multicriteria classification algorithm, which is applied on data extracted from the electrocardiographic signal and the patient´s history, is described for the detection of ischaemic episodes in long duration electrocardiographic recordings. The classification procedure is embedded into a four-stage system of automated ischaemia diagnosis. Using a task-specific cardiac beat database the multicriteria method was properly adjusted to classify each presented cardiac beat as ischaemic or normal. The method was tested using the cardiac beat database and we achieved good results, equal or even better than other reported methods, demonstrating the efficiency of the proposed methodology.
Keywords :
electrocardiography; information services; medical diagnostic computing; medical information systems; medical signal processing; patient monitoring; random noise; signal classification; automated ischaemia diagnosis; classification procedure; efficiency; electrocardiographic signal; four-stage system; ischaemia detection; ischaemic episodes; long duration electrocardiographic recordings; multicriteria classification algorithm; multicriteria decision based approach; multicriteria method; patient´s history; task-specific cardiac beat database; Contamination; Databases; Electrocardiography; Filters; Heart; Information systems; Intelligent systems; Interference; Medical diagnostic imaging; Polynomials;
Conference_Titel :
Information Technology Applications in Biomedicine, 2003. 4th International IEEE EMBS Special Topic Conference on
Print_ISBN :
0-7803-7667-6
DOI :
10.1109/ITAB.2003.1222502