期刊文献+

K特征线法在文本分类上的应用 被引量:1

The Application of K Nearest Feature Line Method to the Text Classification
下载PDF
导出
摘要 1.引言随着Internet的迅速发展,网上信息成几何级数不断增长,如何从中找出人们需要的文献是信息检索要处理的重要问题. A novel pattern classification method, called nearest feature line(NFL) has been proposed . In this paper we propose a novel classification method, called the k nearest feature line (kNFL),for text classification and approach it to application- The experiment result shows that kNFL presents better performance than NFL, k nearest neighbors (kNN) and nearest neighbor(NN) ,especially when the training sets are small.
作者 杨昂
出处 《计算机科学》 CSCD 北大核心 2002年第1期47-48,56,共3页 Computer Science
  • 相关文献

参考文献7

  • 1边肇祺.模式识别北京:清华大学出版社.第二版,1999.136-161
  • 2Dasarathy B V,Nearest Neighbor(NN) Norms:NN Pattern Classification Techniques.McGraw-Hill Computer Science Series.IEEE Computer Society Press,Las Alamitos,California,1991
  • 3Lam W,Ho C Y.Using a generalized instance set for automatic text categorization.In: Proc.of the 21th Ann Iht ACM SIGIR Conf.on Research and Development in Information Retrieval,1998.81~89
  • 4Vapnic V.The Nature of Statistical Learning Theory.Springer,New York,1995
  • 5Rennie J,McCallum A.Efficient Web Spidering with Reinforcemerit Learning,ICML-99,1999
  • 6Li S Z,Lu J.Face Recognition Using the Nearest Feature Line Method.IEEE Trans.Neural Networks,1999,10(2):439~443
  • 7Wong S G A,Yang C S.A vector space model for automatic in dexing.Communications of the.ACM,1975,18(11):613~620

同被引文献5

  • 1Li S Z, Lu J. Face recognition based on nearest linear combinations [J]. IEEE Transactions on Neural Networks, 1999-03, 10 (2): 439-443.
  • 2Li S Z. Content-based Classification and Retrieval of Audio Using the Nearest Feature Line Method [J]. IEEE Transactions on Speech and Audio Processing, 2000-09, 8(5): 619-625,.
  • 3Zhao Li, Qi Wei, Li S Z, et al. Content-based retrieval of video shots using the nearest feature line method [J]. IEEE International Conference on Acoustics. Speech and Signal Processing - Proceedings. 2001-05, 3 (7-11 ): 1625-1628.
  • 4赵黎,祁卫,李子青,王益进,杨士强,张宏江.基于关键帧提取的最近特征线(NFL)聚类算法的镜头检索方法[J].计算机学报,2000,23(12):1292-1296. 被引量:9
  • 5赵力,邹采荣,吴镇扬.基于PCANN/HMM混合结构的语音识别方法[J].信号处理,2001,17(5):473-476. 被引量:2

引证文献1

二级引证文献1

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部