Title :
Diagnostic information in body surface potential maps: influence of methodologies on diagnostic performance
Author :
Kozmann, Gy ; Sandor ; Szakolczai, K.
Author_Institution :
Res. Inst. for Tech. Phys., Budapest Tech. Univ., Hungary
Abstract :
The problem of identifying diagnostic information in body surface potential maps has been evaluated with a special regard on the diagnostic performance (DP) attainable by different methodologies. The very same set of data was analyzed by different approaches. Results underline the suboptimal nature of stepwise linear discriminant analysis widely used in statistical evaluations. In the authors´ examples the KL domain BSPM representation as a preprocessing step before the application of stepwise linear discriminant analysis had considerable benefits. In KL domain the theoretical limit of the DP was approached by a few components even in forward direction, while the measurement domain analysis failed to converge to the optimal DP value
Keywords :
Karhunen-Loeve transforms; electrocardiography; medical signal processing; ECG analysis; body surface potential maps; diagnostic information; diagnostic performance; electrodiagnostics; measurement domain; preprocessing step; statistical evaluations; stepwise linear discriminant analysis; suboptimal nature; Ambient intelligence; Arithmetic; Data analysis; Data processing; Failure analysis; Linear discriminant analysis; Materials science and technology; Myocardium; Physics; Vectors;
Conference_Titel :
Computers in Cardiology 2000
Conference_Location :
Cambridge, MA
Print_ISBN :
0-7803-6557-7
DOI :
10.1109/CIC.2000.898568