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Optimizing configuration of neural ensemble network for breast cancer diagnosis

หน่วยงาน Central Queensland University, Australia

รายละเอียด

ชื่อเรื่อง : Optimizing configuration of neural ensemble network for breast cancer diagnosis
นักวิจัย : McLeod, Peter , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS) , Zhang, Mengjie ,
คำค้น : Ensemble , Breast Cancer Diagnosis , Digital Mammograms , Neural Networks
หน่วยงาน : Central Queensland University, Australia
ผู้ร่วมงาน : -
ปีพิมพ์ : 2557
อ้างอิง : http://hdl.cqu.edu.au/10018/1029992 , acquire1-20150131-214815 , cqu:12238
ที่มา : -
ความเชี่ยวชาญ : -
ความสัมพันธ์ : -
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

Determining the best values for the parameters of a classifier is a challenge. This challenge is compounded for ensembles. This research evaluates the number of neurons for candidate networks and the number of committee members in our work on variable neural classifiers for breast cancer diagnosis. The evaluation reveals that good neural network accuracy can be achieved with a small number of neurons in the hidden layer and three committee members in the ensemble. The proposed methodology is tested on two benchmark databases achieving 99% classification accuracy.

บรรณานุกรม :
McLeod, Peter , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS) , Zhang, Mengjie , . (2557). Optimizing configuration of neural ensemble network for breast cancer diagnosis.
    กรุงเทพมหานคร : Central Queensland University, Australia.
McLeod, Peter , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS) , Zhang, Mengjie , . 2557. "Optimizing configuration of neural ensemble network for breast cancer diagnosis".
    กรุงเทพมหานคร : Central Queensland University, Australia.
McLeod, Peter , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS) , Zhang, Mengjie , . "Optimizing configuration of neural ensemble network for breast cancer diagnosis."
    กรุงเทพมหานคร : Central Queensland University, Australia, 2557. Print.
McLeod, Peter , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS) , Zhang, Mengjie , . Optimizing configuration of neural ensemble network for breast cancer diagnosis. กรุงเทพมหานคร : Central Queensland University, Australia; 2557.