| ชื่อเรื่อง | : | Characterization of breast abnormality patterns in digital mammograms using auto-associator neural network |
| นักวิจัย | : | Panchal, Rinku. , Verma, Brijesh. |
| คำค้น | : | Breast , TBA , 700102 Application tools and system utilities , 280212 Neural Networks, Genetic Alogrithms and Fuzzy Logic , 280207 Pattern Recognition , 280208 Computer Vision , Auto-associator network -- Classifiers -- Digital mammography |
| หน่วยงาน | : | Central Queensland University, Australia |
| ผู้ร่วมงาน | : | - |
| ปีพิมพ์ | : | 2549 |
| อ้างอิง | : | http://hdl.cqu.edu.au/10018/7367 , 0302-9743 , , cqu:299 , |
| ที่มา | : | Panchal, R & Verma, B 2006 'Characterization of Breast Abnormality Patterns in Digital Mammograms Using Auto-associator Neural Network'. Proceedings of the 13th International Conference on Neural Information Processing (ICONIP2006), Hong Kong, China, 3rd-6th October, 2006, pp. 127-136. |
| ความเชี่ยวชาญ | : | - |
| ความสัมพันธ์ | : | Proceedings of the 13th International Conference on Neural Information Processing (ICONIP2006) Berlin, Germany : Springer-Verlag, 2006. p.127-136 1164 pages Refereed 0302-9743 , aCQUIRe [electronic resource] : Central Queensland University Institutional Repository. |
| ขอบเขตของเนื้อหา | : | - |
| บทคัดย่อ/คำอธิบาย | : | Presence of mass in breast tissues is highly indicative of breast cancer. The research work investigates the significance of neural-association of mass type of breast abnormality patterns for benign and malignant class characterization using auto-associator neural network and original features. The characterized patterns are finally classified into benign and malignant classes using a classifier neural network. Grey-level based statistical features, BIRADS features, patient age feature and subtlety value feature have been used in proposed research work. The proposed research technique attained a 94% testing classification rate with a 100% training classification rate on digital mammograms taken from the DDSM benchmark database. |
| บรรณานุกรม | : |
Panchal, Rinku. , Verma, Brijesh. . (2549). Characterization of breast abnormality patterns in digital mammograms using auto-associator neural network.
กรุงเทพมหานคร : Central Queensland University, Australia. Panchal, Rinku. , Verma, Brijesh. . 2549. "Characterization of breast abnormality patterns in digital mammograms using auto-associator neural network".
กรุงเทพมหานคร : Central Queensland University, Australia. Panchal, Rinku. , Verma, Brijesh. . "Characterization of breast abnormality patterns in digital mammograms using auto-associator neural network."
กรุงเทพมหานคร : Central Queensland University, Australia, 2549. Print. Panchal, Rinku. , Verma, Brijesh. . Characterization of breast abnormality patterns in digital mammograms using auto-associator neural network. กรุงเทพมหานคร : Central Queensland University, Australia; 2549.
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