DocumentCode
1527948
Title
One-pass training of optimal architecture auto-associative neural network for detecting ectopic beats
Author
Clifford, G. ; Tarassenko, L. ; Townsend, N.
Author_Institution
Dept. of Eng. Sci., Oxford Univ., UK
Volume
37
Issue
18
fYear
2001
fDate
8/30/2001 12:00:00 AM
Firstpage
1126
Lastpage
1127
Abstract
The authors have previously described a method for ectopic beat detection in the electrocardiogram using an auto-associative neural network. Here they present a method that utilises principal component analysis to optimise the complexity of the neural network and uses singular value decomposition to determine the initial values for the weights
Keywords
content-addressable storage; electrocardiography; neural nets; obstetrics; principal component analysis; singular value decomposition; ectopic beats; electrocardiogram; one-pass training; optimal architecture auto-associative neural network; principal component analysis; singular value decomposition; weight initial values;
fLanguage
English
Journal_Title
Electronics Letters
Publisher
iet
ISSN
0013-5194
Type
jour
DOI
10.1049/el:20010762
Filename
948947
Link To Document