基于流形理论的数据分类挖掘

Data Mining Classification Based on Manifold Theory

数据挖掘技术应用于作战指挥挖掘系统,能为指挥员的决策分析提供智能化的、自动化的辅助手段。在分析数据挖掘问题中的分类算法的基础上,利用流形结构对分类算法进行了改进。从而避免全局线性对分类信息造成的丢失,保留完整的数据结构信息,在一般意义下完成针对数据集的各项任务。

The using of data mining technology in the C^3Ⅰ system could furnish an intelligent and automated assistant means for the commander＇s decision-analysis. Improving the classification method using manifold structure based on the anal ysis of classification method. This improvement can avoid the loss of classification information which is caused by the overall linear structure in order to retain complete information of data structure and accomplish each task about data set in a general sense.