Clustering Fetal Heart Rate Tracings by Compression

Created by W.Langdon from gp-bibliography.bib Revision:1.4496

@InProceedings{Santos:2006:CBMS,
  author =       "C. C. Santos and J. Bernardes and P. M. B. Vitanyi and 
                 L. Antunes",
  booktitle =    "19th IEEE Symposium on Computer-Based Medical Systems
                 (CBMS'06)",
  title =        "Clustering Fetal Heart Rate Tracings by Compression",
  year =         "2006",
  pages =        "685--690",
  address =      "Salt Lake City, UT, USA",
  month =        "22-23 " # jun,
  keywords =     "genetic algorithms, genetic programming",
  isbn13 =       "0-7695-2517-1",
  ISSN =         "1063-7125",
  DOI =          "doi:10.1109/CBMS.2006.68",
  size =         "6 pages",
  abstract =     "Fetal heart rate (FHR) monitoring is widely used
                 regarding the detection of foetuses in danger of death
                 or damage. Thirty one FHR tracings acquired in the
                 antepartum period were clustered by compression in
                 order to identify abnormal ones. A recently introduced
                 approach based on algorithmic information theory was
                 used. The new method can mine patterns in completely
                 different areas, without domain-specific parameters to
                 set, and does not require specific background
                 knowledge. At the highest level the FHR tracings were
                 clustered according to an unanticipated feature, namely
                 the technology used in signal acquisition. At the lower
                 levels all tracings with abnormal or suspicious
                 patterns were clustered together, independently of the
                 technology used",
  notes =        "'we used a new exact quartet-method, which is a
                 heuristic based on randomized parallel hill-climbing
                 genetic programming.'

                 1st author Cristina {Costa Santos}

                 Also known as \cite{1647650}",
}

Genetic Programming entries for Cristina Maria Nogueira da Costa Santos Joao Bernardes Paul M B Vitanyi Luis Filipe Coelho Antunes

Citations