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
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