• DocumentCode
    2687841
  • Title

    Uncertainty evaluation in a fuzzy classifier for microcalcifications in digital mammography

  • Author

    Ferrero, Alessandro ; Salicone, Simona ; Mencattini, Arianna ; Rabottino, Giulia ; Salmeri, Marcello

  • Author_Institution
    Dipt. of Elettrotec., Politec. di Milano, Milan, Italy
  • fYear
    2010
  • fDate
    3-6 May 2010
  • Firstpage
    1250
  • Lastpage
    1255
  • Abstract
    Breast cancer is the most common cancer in women. Fortunately, in the last years, the percentage of recovery has become higher and higher. The reasons are multiple: prevention, better surgery techniques, better diagnoses. In order to improve diagnostic performance, many Computer Aided Diagnosis systems have been developed in the latest years, which help the radiologists to detect and classify lump-masses. These systems, however, do not yet consider the uncertainty associated to the measurements (the mammography), even if, from a metrological point of view, they should. In this paper, measurement uncertainty is considered through a fuzzy inference system for the classification of microcalcifications in digital mammography.
  • Keywords
    cancer; fuzzy set theory; inference mechanisms; mammography; radiology; computer aided diagnosis systems; digital mammography; fuzzy classifier; fuzzy inference system; lump-mass classification; microcalcifications; radiologists; surgery techniques; uncertainty evaluation; Breast cancer; Cancer detection; Fuzzy systems; Histograms; Lesions; Mammography; Measurement uncertainty; Medical diagnosis; Noise reduction; Surgery; Digital mammography; Fuzzy classifier; Fuzzy inference systems; Measurement uncertainty;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Instrumentation and Measurement Technology Conference (I2MTC), 2010 IEEE
  • Conference_Location
    Austin, TX
  • ISSN
    1091-5281
  • Print_ISBN
    978-1-4244-2832-8
  • Electronic_ISBN
    1091-5281
  • Type

    conf

  • DOI
    10.1109/IMTC.2010.5488124
  • Filename
    5488124