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Neural networks for the classification of benign and malignant patterns in digital mammograms

หน่วยงาน Central Queensland University, Australia

รายละเอียด

ชื่อเรื่อง : Neural networks for the classification of benign and malignant patterns in digital mammograms
นักวิจัย : Verma, Brijesh. , Panchal, Rinku.
คำค้น : Breast , TBA , 700102 Application tools and system utilities , 280212 Neural Networks, Genetic Alogrithms and Fuzzy Logic , 280207 Pattern Recognition , 280208 Computer Vision , Diagnostic imaging , Autoassociator -- Neural networks -- Digital mammography.
หน่วยงาน : Central Queensland University, Australia
ผู้ร่วมงาน : -
ปีพิมพ์ : 2549
อ้างอิง : http://hdl.cqu.edu.au/10018/7431 , 159140827X , , cqu:321 ,
ที่มา : Verma, B & Panchal, R 2006, 'Neural Networks for the Classification of Benign and Malignant Patterns in Digital Mammograms', in J Fulcher (ed.), Advances in Applied Artificial Intelligence, IGI Publishing, USA. http://www.igi-pub.com/books/details.asp?id=5582
ความเชี่ยวชาญ : -
ความสัมพันธ์ : Advances in Applied Artificial Intelligence USA : IGI, 2006 Chapter 9 309 pages 10 chapters 159140827X 1591408296 (online) , aCQUIRe [electronic resource] : Central Queensland University Institutional Repository.
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

This chapter presents neural network-based techniques for the classification of microcalcification patterns in digital mammograms. Artificial Neural Network (ANN) applications in digital mammography are mainly focused on feature extraction, feature selection and classification of microcalcification patterns into ‘benign’ and ‘malignant’. An extensive review of neural techniques in digital mammography is presented. Recent developments such as autoassociators and evolutionary neural networks for feature extraction and selection are presented. Experimental results using ANN techniques on a benchmark database are described and analyzed. Finally, a comparison of various neural network-based techniques is presented.

บรรณานุกรม :
Verma, Brijesh. , Panchal, Rinku. . (2549). Neural networks for the classification of benign and malignant patterns in digital mammograms.
    กรุงเทพมหานคร : Central Queensland University, Australia.
Verma, Brijesh. , Panchal, Rinku. . 2549. "Neural networks for the classification of benign and malignant patterns in digital mammograms".
    กรุงเทพมหานคร : Central Queensland University, Australia.
Verma, Brijesh. , Panchal, Rinku. . "Neural networks for the classification of benign and malignant patterns in digital mammograms."
    กรุงเทพมหานคร : Central Queensland University, Australia, 2549. Print.
Verma, Brijesh. , Panchal, Rinku. . Neural networks for the classification of benign and malignant patterns in digital mammograms. กรุงเทพมหานคร : Central Queensland University, Australia; 2549.