International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Call for Papers | Fully Refereed | Open Access | Double Blind Peer Reviewed

ISSN: 2319-7064


Downloads: 118 | Views: 292

Research Paper | Computers in Biology and Medicine | India | Volume 8 Issue 7, July 2019 | Popularity: 6.6 / 10


     

A Model for Classification of Wisconsin Breast Cancer Datasets using Principal Component Analysis and Back-Propagation Neural Network

Shweta Saxena, Manasi Gyanchandani


Abstract: Nowadays, the second leading reason of death (due to cancer) among females is breast cancer. Early detection of this disease can significantly enhance the probabilities of long-term survival of breast cancer patients. This paper proposes a computer-aided-diagnosis model for Wisconsin Breast Cancer (WBC) datasets using Back-Propagation Neural Network (BPNN). The data pre-processing technique named principal component analysis (PCA) is proposed as a feature reduction and transformation method to improve the accuracy of BPNN.


Keywords: Breast Cancer, Computer-Aided-Diagnosis, Principal Component Analysis, Back-Propagation Neural Network


Edition: Volume 8 Issue 7, July 2019


Pages: 1324 - 1327



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Shweta Saxena, Manasi Gyanchandani, "A Model for Classification of Wisconsin Breast Cancer Datasets using Principal Component Analysis and Back-Propagation Neural Network", International Journal of Science and Research (IJSR), Volume 8 Issue 7, July 2019, pp. 1324-1327, https://www.ijsr.net/getabstract.php?paperid=ART20199863

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