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A fusion of neural network based auto-associator and classifier for the classification of microcalcification patterns

หน่วยงาน Central Queensland University, Australia

รายละเอียด

ชื่อเรื่อง : A fusion of neural network based auto-associator and classifier for the classification of microcalcification patterns
นักวิจัย : Panchal, Rinku. , Verma, Brijesh.
คำค้น : 700103 Information processing services. , 280203 Image Processing. , TBA. , 890205 Information Processing Services (incl. Data Entry and Capture) , 8902 Computer Software and Services. , 89 Information and Communication Services. , 080106 Image Processing. , 0801 Artificial Intelligence and Image Processing. , 08 Information and Computing Sciences. , Breast , Breast , Neural networks (Computer science)
หน่วยงาน : Central Queensland University, Australia
ผู้ร่วมงาน : -
ปีพิมพ์ : 2547
อ้างอิง : http://hdl.cqu.edu.au/10018/16508 , cqu:3075
ที่มา : Panchal, R M & Verma, B 2004, 'A fusion of neural network based auto-associator and classifier for the classification of microcalcification patterns', paper presented at 11th International Conference on Neural Information Processing., Calcutta, India .
ความเชี่ยวชาญ : -
ความสัมพันธ์ : Proceedings of the 11th International Conference on Neural Information Processing. Berlin, Germany : Springer, 2004. p. 794-799 6 pages Refereed 3540239316 , ACQUIRE [electronic resource] : Central Queensland University Institutional Repository.
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

This paper presents a novel approach to combine a neural network based auto-associator and a classifier for the classification of microcalcification patterns. It explores the auto-associative and classification abilities of a neural network approach for the classification of rnicrocalcification patterns into benign and malignant using 14 image structure features. The proposed technique used combination of two neural networks; auto-associator and classifier for classification of microcalcification. It obtained 88.1% classification rate for testing dataset and 100% classification rate for training dataset.

บรรณานุกรม :
Panchal, Rinku. , Verma, Brijesh. . (2547). A fusion of neural network based auto-associator and classifier for the classification of microcalcification patterns.
    กรุงเทพมหานคร : Central Queensland University, Australia.
Panchal, Rinku. , Verma, Brijesh. . 2547. "A fusion of neural network based auto-associator and classifier for the classification of microcalcification patterns".
    กรุงเทพมหานคร : Central Queensland University, Australia.
Panchal, Rinku. , Verma, Brijesh. . "A fusion of neural network based auto-associator and classifier for the classification of microcalcification patterns."
    กรุงเทพมหานคร : Central Queensland University, Australia, 2547. Print.
Panchal, Rinku. , Verma, Brijesh. . A fusion of neural network based auto-associator and classifier for the classification of microcalcification patterns. กรุงเทพมหานคร : Central Queensland University, Australia; 2547.