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One-pass training of optimal architecture auto-associative neural network for detecting ectopic beats

Clifford, G.   Tarassenko, L.   Townsend, N.  
Dept. of Eng. Sci., Oxford Univ.
This paper appears in: Electronics Letters
Publication Date: 30 Aug. 2001
Volume: 37 , Issue: 18
On page(s): 1126 - 1127
ISSN: 0013-5194
Digital Object Identifier: 10.1049/el:20010762
Current Version Published: 2002-08-07

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

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