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

Authors
Clifford, G Tarassenko, L Townsend, N
Citation
G. Clifford et al., One-pass training of optimal architecture auto-associative neural network for detecting ectopic beats, ELECTR LETT, 37(18), 2001, pp. 1126-1127
Citations number
9
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
ELECTRONICS LETTERS
ISSN journal
00135194 → ACNP
Volume
37
Issue
18
Year of publication
2001
Pages
1126 - 1127
Database
ISI
SICI code
0013-5194(20010830)37:18<1126:OTOOAA>2.0.ZU;2-3
Abstract
The authors have previously described a method for ectopic beat detection i n the electrocardiogram using an auto-associative neural network. Here they present a method that utilises principal component analysis to optimse the complexity of the neural network and uses singular value decomposition to determine the initial values for the weights.