• 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