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An Experimental Comparative Study on Three Classification Algorithms 被引量:1

An Experimental Comparative Study on Three Classification Algorithms
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摘要 Classification algorithm is one of the key techniques to affect text automatic classification system’s performance, play an important role in automatic classification research area. This paper comparatively analyzed k-NN. VSM and hybrid classification algorithm presented by our research group. Some 2000 pieces of Internet news provided by ChinaInfoBank are used in the experiment. The result shows that the hybrid algorithm’s performance presented by the groups is superior to the other two algorithms. Classification algorithm is one of the key techniques to affect text automatic classification system's performance, play an important role in automatic classification research area. This paper comparatively analyzed k-NN. VSM and hybrid classification algorithm presented by our research group. Some 2000 pieces of Internet news provided by ChinaInfoBank are used in the experiment. The result shows that the hybrid algorithm's performance presented by the groups is superior to the other two algorithms.
出处 《Journal of Shanghai Jiaotong university(Science)》 EI 2003年第2期133-136,共4页 上海交通大学学报(英文版)
基金 National Natural Science Foundation ofChina( No.60 0 82 0 0 3 )
关键词 classification algorithm K-NN VSM hybrid algorithm 比较研究 分级运算法则 kNN VSM 混合运算法则
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