| ชื่อเรื่อง | : | A hybrid classifier for mass classification with different kinds of features in mammography |
| นักวิจัย | : | Zhang, Ping. , Kumar, K. , Verma, Brijesh. |
| คำค้น | : | 700102 Application tools and system utilities. , 280212 Neural Networks, Genetic Algorithms and Fuzzy Logic. , TBA. , 890202 Application Tools and System Utilities. , 8902 Computer Software and Services. , 89 Information and Communication Services. , 080108 Neural, Evolutionary and Fuzzy Computation. , 0801 Artificial Intelligence and Image Processing. , 08 Information and Computing Sciences. , Breast , Breast |
| หน่วยงาน | : | Central Queensland University, Australia |
| ผู้ร่วมงาน | : | - |
| ปีพิมพ์ | : | 2548 |
| อ้างอิง | : | http://hdl.cqu.edu.au/10018/25136 , cqu:3933 |
| ที่มา | : | Zhang, P, Kumar, K & Verma, B 2005, 'A hybrid classifier for mass classification with different kinds of features in mammography', in Fuzzy systems and knowledge discovery : second international conference, FSKD 2005, Changsha, China, August 27-29, 2005 : proceedings, pp. 316-319. |
| ความเชี่ยวชาญ | : | - |
| ความสัมพันธ์ | : | Fuzzy systems and knowledge discovery : second international conference, FSKD 2005, Changsha, China, August 27-29, 2005 : proceedings. Germany. : Springer-Verlag, 2005. p. 316-319 4 pages Refereed 9783540283126 (pt. 1 : pbk.) 9783540283317 (pt. 2 : pbk.) , ACQUIRE [electronic resource] : Central Queensland University Institutional Repository. |
| ขอบเขตของเนื้อหา | : | - |
| บทคัดย่อ/คำอธิบาย | : | This paper proposes a hybrid system which combines computer extracted features and human interpreted features from the mammogram, with the statistical classifier's output as another kind of features in conjunction with a genetic neural network classifier. The hybrid system produced better results than the single statistical classifier and neural network. The highest classification rate reached 91.3%. The area value under the ROC curve is 0.962. The results indicated that the mixed features contribute greatly for the classification of mass patterns into benign and malignant. |
| บรรณานุกรม | : |
Zhang, Ping. , Kumar, K. , Verma, Brijesh. . (2548). A hybrid classifier for mass classification with different kinds of features in mammography.
กรุงเทพมหานคร : Central Queensland University, Australia. Zhang, Ping. , Kumar, K. , Verma, Brijesh. . 2548. "A hybrid classifier for mass classification with different kinds of features in mammography".
กรุงเทพมหานคร : Central Queensland University, Australia. Zhang, Ping. , Kumar, K. , Verma, Brijesh. . "A hybrid classifier for mass classification with different kinds of features in mammography."
กรุงเทพมหานคร : Central Queensland University, Australia, 2548. Print. Zhang, Ping. , Kumar, K. , Verma, Brijesh. . A hybrid classifier for mass classification with different kinds of features in mammography. กรุงเทพมหานคร : Central Queensland University, Australia; 2548.
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