联机分析处理与关联规则挖掘的集成化模型研究

Research on Integration of Online Analytical Processing and Association Rules Mining

  • 摘要: 通过分析关联规则挖掘和联机分析处理 (OL AP)的特点 ,提出了一种联机分析处理与关联规则挖掘的集成化模型 ,并给出了其代数结构描述 ;在此基础上 ,提出了一种基于 OL AP的关联规则挖掘理论 ,从而为简化挖掘步骤 ,提高挖掘效率奠定了理论基础 ;使用超市的实际数据进行实验分析 ,验证了该模型及其挖掘理论的正确性和可行性 .

     

    Abstract: Characteristics of given data mining tasks have not been considered in present universal integration model of OLAP and data mining, and this reduces their efficiency. This paper proposes a integration model of OLAP and mining association rules by analyzing the characteristics of mining association rules and OLAP, and gives its algebraic structure description. Based on this work, a theory of mining association rules based on OLAP is developed. It simplifies mining steps and enhances its efficiency. The proposed model and its theory are approved to be correct and feasible by experiment using some supermarket real data.

     

/

返回文章
返回
Baidu
map