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Application of decision trees for mass classification in mammography

หน่วยงาน Central Queensland University, Australia

รายละเอียด

ชื่อเรื่อง : Application of decision trees for mass classification in mammography
นักวิจัย : Kumar, Kuldeep. , Zhang, Ping. , Verma, Brijesh.
คำค้น : Breast , TBA , 700102 Application tools and system utilities , 280208 Computer Vision , 280207 Pattern Recognition , 280212 Neural Networks, Genetic Alogrithms and Fuzzy Logic , Pattern recognition systems. , Classifiers -- Neural networks -- Digital mammography
หน่วยงาน : Central Queensland University, Australia
ผู้ร่วมงาน : -
ปีพิมพ์ : 2549
อ้างอิง : http://hdl.cqu.edu.au/10018/8384 , ISBN:3540459073 , , cqu:624 ,
ที่มา : Kumar, K, Zhang, P & Verma, B 2006, 'Application of Decision Trees for Mass Classification in Mammography', 2nd International Conference on Natural Computation and the 3rd International Conference on Fuzzy Systems and Knowledge Discovery Xi'an, China, pp. 366-75, 24 -28 September.
ความเชี่ยวชาญ : -
ความสัมพันธ์ : Advances in natural computation : Second International Conference, Icnc 2006, Xi'an, China, September 24-28, 2006 : Proceedings Germany : Springer, 2006. p.366-375 998 pages Refereed 3540459073 9783540459071 , aCQUIRe [electronic resource] : Central Queensland University Institutional Repository.
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

This paper discusses the effectiveness of using decision trees for mass classification in mammography. The decision tree algorithms implemented by CART (Classification and Regression Trees) and See5 were used for the experiments. Different costs for type I and type II misclassification were applied for the experiments. The results obtained using algorithms based on decision trees were compared with that produced by neural network which was reported giving the higher classification rate than statistical models, with higher standard deviation. It is concluded that the decision trees are very promising for the classification of breast masses in digital mammograms.

บรรณานุกรม :
Kumar, Kuldeep. , Zhang, Ping. , Verma, Brijesh. . (2549). Application of decision trees for mass classification in mammography.
    กรุงเทพมหานคร : Central Queensland University, Australia.
Kumar, Kuldeep. , Zhang, Ping. , Verma, Brijesh. . 2549. "Application of decision trees for mass classification in mammography".
    กรุงเทพมหานคร : Central Queensland University, Australia.
Kumar, Kuldeep. , Zhang, Ping. , Verma, Brijesh. . "Application of decision trees for mass classification in mammography."
    กรุงเทพมหานคร : Central Queensland University, Australia, 2549. Print.
Kumar, Kuldeep. , Zhang, Ping. , Verma, Brijesh. . Application of decision trees for mass classification in mammography. กรุงเทพมหานคร : Central Queensland University, Australia; 2549.