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Jan.  2011
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Zhang Min, Zhang Lin. Study on the Method of Knowledge Discover Based on the Structured Covering Algorithm[J]. Journal of Electronics & Information Technology, 2006, 28(7): 1322-1326.
Citation: Zhang Min, Zhang Lin. Study on the Method of Knowledge Discover Based on the Structured Covering Algorithm[J]. Journal of Electronics & Information Technology, 2006, 28(7): 1322-1326.

Study on the Method of Knowledge Discover Based on the Structured Covering Algorithm

  • Received Date: 2004-12-16
  • Rev Recd Date: 2005-10-17
  • Publish Date: 2006-07-19
  • This paper proposes a new method of knowledge discovery based on the structured covering algorithm. Since the network of covering domains is constructed through a special method, it makes each covering domain a valuable pattern. Through analyzing the samples covered by the covering domain, certain valuable pattern will be found, which includes clustering information of samples, association rules among the data, the outlier analysis, etc. And in order to meet different requirement of users, different covering networks can be structured, therefore, multi-sides of data can be analysed. The experiments show that using the covering algorithm to discover knowledge of data is effective and feasible.
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  • Zhang Ling, Zhang Bo. A geometrical representation of McCulloch-Pitts neural model and its applications[J].IEEE Trans. on Neural Networks.1999, 10(4):925-929[2]张铃, 张钹, 殷海风. 多层前向网络的交叉覆盖算法. 软件学报, 1999, 10(7): 737-742.[3]吴鸣锐. 大规模模式识别问题的分类器设计研究. [博士论文], 北京, 清华大学计算机系, 2000.[4]陶品, 张钹等. 构造型神经网络双交叉覆盖增量学习算法. 软件学报, 2003, 14(2): 194-201.[5]叶少珍, 张钹等. 一种基于神经网络覆盖构造算法的模糊分类器. 软件学报, 2003, 14(3): 429-434.[6]McCulloch W S, Pitts W. A logical calculus of the ideas immanent in nervous activity[J].Bulletin of Mathematical Biophysics.1943, 5:115-133[7]张燕平, 张铃等. 基于覆盖的构造学习算法SLA及其在股票预测中的应用. 计算机研究与发展,2004, 41(6):979-984.[8]张燕平, 张铃, 吴涛. 机器学习中的多侧面递进算法MIDA. 电子学报, 2005, 33(2): 327-331.
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