Classification of digital mammography algorithm based on rough set theory

被引:0
|
作者
Hassanien, AE [1 ]
Ali, JMH [1 ]
机构
[1] Kuwait Univ, Fac Adm Sci, Quantitat Methods & Informat Syst Dept, Safat 13060, Kuwait
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Breast cancer represents the second leading cause of cancer deaths in women today and it is the most common type of cancer in women. This paper presents an efficient classification algorithm in digital mammograms in the context of rough set theory. Feature extractions acquired in this work are derived from the gray-level co-occurrence matrix. The features are extracted, normalized and then the rough set dependency rules are generated directly from the real value attribute vector. Then the classification are built and the quadratic distance function used to determines similarity between a query and database image. The experimental results show that the proposed algorithm performs well reaching over 85% in accuracy.
引用
收藏
页码:64 / 71
页数:8
相关论文
共 50 条
  • [1] Remote sensing image classification algorithm based on rough set theory
    Dong, Guang-Jun
    Zhang, Yong-Sheng
    Fan, Yong-Hong
    [J]. FUZZY INFORMATION AND ENGINEERING, PROCEEDINGS, 2007, 40 : 846 - +
  • [2] Multispectral Remote Sensing Image Classification Algorithm Based on Rough Set Theory
    Wang, Ying
    Liu, Xiaoyun
    Wang, Zhensong
    Chen, Wufan
    [J]. 2009 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2009), VOLS 1-9, 2009, : 4853 - 4857
  • [3] Study on Web-page classification algorithm based on rough set theory
    Yin, Shiqun
    Wang, Fang
    Xie, Zhong
    Qiu, Yuhui
    [J]. 2008 INTERNATIONAL SYMPOSIUM ON INFORMATION PROCESSING AND 2008 INTERNATIONAL PACIFIC WORKSHOP ON WEB MINING AND WEB-BASED APPLICATION, 2008, : 202 - 206
  • [4] A new classification algorithm based on Rough Set and entropy
    Yang, Jing
    Wang, Hao
    Hu, Xuegang
    Fang, Baofu
    [J]. Journal of Computational Information Systems, 2007, 3 (05): : 1943 - 1950
  • [5] Rough set based hybrid algorithm for text classification
    Miao, Duoqian
    Duan, Qiguo
    Zhang, Hongyu
    Jiao, Na
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (05) : 9168 - 9174
  • [6] Improved CBA Classification Algorithm Based on Rough Set
    Tan, Zheng
    Wang, Hanhu
    Chen, Mei
    Zhang, Xiaoping
    [J]. NDT: 2009 FIRST INTERNATIONAL CONFERENCE ON NETWORKED DIGITAL TECHNOLOGIES, 2009, : 43 - +
  • [7] A new classification algorithm based on rough set and entropy
    Yang, J
    Wang, H
    Hu, WG
    Hu, ZH
    [J]. 2003 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-5, PROCEEDINGS, 2003, : 364 - 367
  • [8] Classification of Volcanic Rocks based on Rough Set Theory
    Shaaban, Shaaban M.
    Tawfik, Sameh Z.
    [J]. ENGINEERING TECHNOLOGY & APPLIED SCIENCE RESEARCH, 2020, 10 (02) : 5501 - 5504
  • [9] An email classification model based on rough set theory
    Zhao, WQ
    Zhang, ZL
    [J]. PROCEEDINGS OF THE 2005 INTERNATIONAL CONFERENCE ON ACTIVE MEDIA TECHNOLOGY (AMT 2005), 2005, : 403 - 408
  • [10] Classification of Cyber Attacks based on Rough Set Theory
    Amin, Adnan
    Anwar, Sajid
    Adnan, Awais
    Khan, Muhammad Aamir
    Iqbal, Zafar
    [J]. 2015 FIRST INTERNATIONAL CONFERENCE ON ANTI-CYBERCRIME (ICACC), 2015, : 141 - 146