Cluster Analysis and Association Analysis for the same Data

By 16th June 2009 No Comments
Huaiguo Fu
Cluster Analysis and Association Analysis for the same Data
7th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering and Data Bases (AIKED 2008)
Feb
2008
Association analysis, Clustering, Closed set, Concept lattice, Algorithm
Both cluster analysis and association analysis are important tasks of data mining. In some applications, we need both cluster analysis and association analysis for the same data. Each task takes very high time cost to deal with large data. In order to reduce expensive cost of the two mining tasks for large data set of transactions, we propose one strategy to unify cluster analysis and association analysis. This paper presents a new core algorithm of the strategy for analysis of large and high-dimensional data as well. The experimental results show the ef?ciency of this algorithm.