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《Journal of South China University of Technology(Natural Science)》 2004-08
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Multiclass Classification Based on the One-class Classification and its Application

Li Huan-rong 1,2 Lin Jian2(1. School of Economy and Management, Beijing Univ. of Aeronautics and Astronautics, Beijing 100083, China; 2. School of Managerment, Wuyi Univ., Jiangmen 529020, Guangdong, China)  
Relationship management is the key to the success of a modern firm. As a new method to process the nonlinear data, the Kernel method provides a feasible scheme to analyze the complex relationship networks in firms. In this paper, based on the analysis of the core concepts in the Kernel method, the basic principles of the multiclass classification based on the one-class classification were studied, and the reliability function applied to the multiclass classification was put forward, which makes the classification results more reliable. Finally, the method was applied to the data analysis of the relationships between a firm and its suppliers. The results reveal the validity of the proposed classification method.
【Fund】: 广东省自然科学基金资助项目 (0 32 35 4 )
【CateGory Index】: F224
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1 Zhang Yongmei Li Bo(School of Computer Science and Technology,Beijing University of Aeronautics and Astronautics,Beijing 100083,China);Decision support system based on 3-D cluster[J];Journal of Beijing University of Aeronautics and Astronautics;2007-08
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