• DocumentCode
    2856027
  • Title

    Microwave-based detection of breast cancer using the generalized likelihood ratio test

  • Author

    Davis, Shakti K. ; Hagness, Susan C. ; Van Veen, Barry D.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Wisconsin Univ., Madison, WI, USA
  • fYear
    2003
  • fDate
    28 Sept.-1 Oct. 2003
  • Firstpage
    617
  • Lastpage
    620
  • Abstract
    In this paper the generalized likelihood ratio test (GLRT) is applied to the problem of detecting breast cancer via ultrawideband microwave radar. We propose a model for the covariance matrix of the clutter due to breast tissue heterogeneity and show that the GLRT with clutter whitening easily detects and localizes tumors under diverse circumstances. We illustrate the performance of the GLRT and clutter whitening transformation with simulated data from a 2-D realistic numerical breast model. A statistical analysis of the GLRT under matched and mismatched conditions characterizes the power of the test and we provide examples of detectors with mismatch in tumor size and tumor location.
  • Keywords
    cancer; medical signal detection; radar clutter; radar detection; tumours; 2D realistic numerical breast model; breast cancer detection; breast tissue heterogeneity; clutter whitening; covariance matrix; generalized likelihood ratio test; ultrawideband microwave radar; Breast cancer; Breast neoplasms; Breast tissue; Cancer detection; Clutter; Covariance matrix; Radar detection; Testing; Ultra wideband radar; Ultra wideband technology;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Statistical Signal Processing, 2003 IEEE Workshop on
  • Print_ISBN
    0-7803-7997-7
  • Type

    conf

  • DOI
    10.1109/SSP.2003.1289557
  • Filename
    1289557