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A Neural learning algorithm for the diagnosis of breast cancer

หน่วยงาน Central Queensland University, Australia

รายละเอียด

ชื่อเรื่อง : A Neural learning algorithm for the diagnosis of breast cancer
นักวิจัย : Verma, Brijesh.
คำค้น : Breast , TBA , 700102 Application tools and system utilities , 280212 Neural Networks, Genetic Alogrithms and Fuzzy Logic , 280207 Pattern Recognition , 280208 Computer Vision , Pattern recognition systems. , Genetic algorithms. , Learning algorithms -- Neural networks -- Pattern recognition -- Digital mammography.
หน่วยงาน : Central Queensland University, Australia
ผู้ร่วมงาน : -
ปีพิมพ์ : 2549
อ้างอิง : http://hdl.cqu.edu.au/10018/7856 , , cqu:457 ,
ที่มา : Verma, B 2006, 'A Neural Learning Algorithm for the Diagnosis of Breast Cancer', 2006 International Joint Conference on Neural Networks (Part of the 2006 IEEE World Congress on Computational Intelligence), Vancouver, Canada, 16th-21st July, 2006, pp. 10786-10791.
ความเชี่ยวชาญ : -
ความสัมพันธ์ : IEEE World Congress on Computational Intelligence. Piscataway, USA. : IEEE, 2006. p.10786-10791 6 pages Refereed 0-7803-9489-5 (online) , aCQUIRe [electronic resource] : Central Queensland University Institutional Repository.
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

This paper presents a new learning algorithm for the diagnosis of breast cancer. The proposed algorithm with novel network architecture can memorize training patterns with 100% retrieval accuracy as well as achieve high generalization accuracy for patterns which it has never seen before. The grey-level and BI-RADS features (radiologists’ interpretation) from digital mammograms are extracted and used to train the network with the proposed learning algorithm. The new learning algorithm has been implemented and tested on a DDSM Benchmark database. The proposed approach has out performed other existing approaches interms of classification rate, generalization and memorization abilities, number of iterations, fast and guaranteed training. Some promising results and a comparative analysis of obtained results are included in this paper.

บรรณานุกรม :
Verma, Brijesh. . (2549). A Neural learning algorithm for the diagnosis of breast cancer.
    กรุงเทพมหานคร : Central Queensland University, Australia.
Verma, Brijesh. . 2549. "A Neural learning algorithm for the diagnosis of breast cancer".
    กรุงเทพมหานคร : Central Queensland University, Australia.
Verma, Brijesh. . "A Neural learning algorithm for the diagnosis of breast cancer."
    กรุงเทพมหานคร : Central Queensland University, Australia, 2549. Print.
Verma, Brijesh. . A Neural learning algorithm for the diagnosis of breast cancer. กรุงเทพมหานคร : Central Queensland University, Australia; 2549.