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
fDate :
8/30/2001 12:00:00 AM
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;
Journal_Title :
Electronics Letters
DOI :
10.1049/el:20010762
