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Clustered Ensemble Neural Network for Breast Mass Classification in Digital Mammography

หน่วยงาน Central Queensland University, Australia

รายละเอียด

ชื่อเรื่อง : Clustered Ensemble Neural Network for Breast Mass Classification in Digital Mammography
นักวิจัย : Mc Leod, Peter , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS)
คำค้น : Clustering, Neural Network Ensembles, Digital Mammography
หน่วยงาน : Central Queensland University, Australia
ผู้ร่วมงาน : -
ปีพิมพ์ : 2555
อ้างอิง : http://hdl.cqu.edu.au/10018/929857 , acquire1-20130117-122638 , cqu:9108
ที่มา : -
ความเชี่ยวชาญ : -
ความสัมพันธ์ : -
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

This paper proposes the creation of an ensemble neural network by incorporating a k-means classifier. This technique is designed to improve the classification accuracy of a multi-layer perceptron style network for mass classification of digital mammograms. The proposed technique has been tested on a benchmark database and the results have been contrasted with current research. The experimental results demonstrate that the accuracy of the proposed technique is comparable with existing systems.

บรรณานุกรม :
Mc Leod, Peter , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS) . (2555). Clustered Ensemble Neural Network for Breast Mass Classification in Digital Mammography.
    กรุงเทพมหานคร : Central Queensland University, Australia.
Mc Leod, Peter , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS) . 2555. "Clustered Ensemble Neural Network for Breast Mass Classification in Digital Mammography".
    กรุงเทพมหานคร : Central Queensland University, Australia.
Mc Leod, Peter , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS) . "Clustered Ensemble Neural Network for Breast Mass Classification in Digital Mammography."
    กรุงเทพมหานคร : Central Queensland University, Australia, 2555. Print.
Mc Leod, Peter , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS) . Clustered Ensemble Neural Network for Breast Mass Classification in Digital Mammography. กรุงเทพมหานคร : Central Queensland University, Australia; 2555.