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A Multilayered Ensemble Architecture for the Classification of Masses in Digital Mammograms

หน่วยงาน Central Queensland University, Australia

รายละเอียด

ชื่อเรื่อง : A Multilayered Ensemble Architecture for the Classification of Masses in Digital Mammograms
นักวิจัย : Mc Leod, Peter , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS)
คำค้น : Ensemble Classifiers, Committee Of Experts, Neural Networks, Digital Mammography
หน่วยงาน : Central Queensland University, Australia
ผู้ร่วมงาน : -
ปีพิมพ์ : 2555
อ้างอิง : http://hdl.cqu.edu.au/10018/929941 , acquire1-20130118-091129 , cqu:9118
ที่มา : -
ความเชี่ยวชาญ : -
ความสัมพันธ์ : -
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

This paper proposes a technique for the creation of a neural ensemble that introduces diversity through incorporating ten-fold cross validation together with varying the number of neurons in the hidden layer during network training. This technique is utilized to improve the classification accuracy of masses in digital mammograms. The proposed technique has been tested on a widely available benchmark database.

บรรณานุกรม :
Mc Leod, Peter , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS) . (2555). A Multilayered Ensemble Architecture for the Classification of Masses in Digital Mammograms.
    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. "A Multilayered Ensemble Architecture for the Classification of Masses in Digital Mammograms".
    กรุงเทพมหานคร : Central Queensland University, Australia.
Mc Leod, Peter , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS) . "A Multilayered Ensemble Architecture for the Classification of Masses in Digital Mammograms."
    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) . A Multilayered Ensemble Architecture for the Classification of Masses in Digital Mammograms. กรุงเทพมหานคร : Central Queensland University, Australia; 2555.