An expert support system for breast cancer diagnosis using color wavelet features.

Abstract:

:Breast cancer diagnosis can be done through the pathologic assessments of breast tissue samples such as core needle biopsy technique. The result of analysis on this sample by pathologist is crucial for breast cancer patient. In this paper, nucleus of tissue samples are investigated after decomposition by means of the Log-Gabor wavelet on HSV color domain and an algorithm is developed to compute the color wavelet features. These features are used for breast cancer diagnosis using Support Vector Machine (SVM) classifier algorithm. The ability of properly trained SVM is to correctly classify patterns and make them particularly suitable for use in an expert system that aids in the diagnosis of cancer tissue samples. The results are compared with other multivariate classifiers such as Naïves Bayes classifier and Artificial Neural Network. The overall accuracy of the proposed method using SVM classifier will be further useful for automation in cancer diagnosis.

journal_name

J Med Syst

authors

Issac Niwas S,Palanisamy P,Chibbar R,Zhang WJ

doi

10.1007/s10916-011-9788-9

subject

Has Abstract

pub_date

2012-10-01 00:00:00

pages

3091-102

issue

5

eissn

0148-5598

issn

1573-689X

journal_volume

36

pub_type

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