DocumentCode :
2127521
Title :
The use of a single continuous regularization parameter for the generalized eigensystem method
Author :
Throne, RD ; Olson, LG ; Windle, Jr.
Author_Institution :
Dept. of Electr. Eng., Nebraska Univ., Lincoln, NE, USA
fYear :
2001
fDate :
2001
Firstpage :
517
Lastpage :
520
Abstract :
We have previously (1994, 1997, 1999, 2000) proposed the generalized eigensystem (GES) method as an alternative to Tikhonov regularization for various types of inverse problems in electrocardiography. In those studies, we truncated the number of modes used in GES to stabilize the inversion. However, often there is a significant decrease in performance when the number of modes to use is estimated using only the available data. We have modified our formulation of GES to use the same expansion vectors as before, but now the stabilization is performed by the inclusion of a single continuous regularization parameter. In this study, we compare the performance of GES using the optimal modal truncation and two different methods for choosing the single continuous regularization parameter
Keywords :
biomedical engineering; eigenvalues and eigenfunctions; electrocardiography; inverse problems; stability; vectors; Tikhonov regularization; electrocardiography; expansion vectors; generalized eigensystem method; inverse problems; inversion stabilization; optimal modal truncation; performance; single continuous regularization parameter; truncated mode number; Degradation; Electrocardiography; Electrodes; Filtering; Finite element methods; Heart; Inverse problems; Low pass filters; Smoothing methods; Torso;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computers in Cardiology 2001
Conference_Location :
Rotterdam
ISSN :
0276-6547
Print_ISBN :
0-7803-7266-2
Type :
conf
DOI :
10.1109/CIC.2001.977706
Filename :
977706
Link To Document :
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