Integrating User's Domain Knowledge with Association Rule Mining

Details Integrating User's Domain Knowledge with Association Rule Mining Integrating User's Domain Knowledge with Association Rule Mining

2010-04-20

arxiv.org/abs/1004.3568v1

IJCSI, Volume 7, Issue 2, March 2010

Computer Science

Databases

International Journal of Computer Science Issues online at http://ijcsi.org/articles/Integrating-Users-Domain-Knowledge-with-A

Scientific paper

This paper presents a variation of Apriori algorithm that includes the role of domain expert to guide and speed up the overall knowledge discovery task. Usually, the user is interested in finding relationships between certain attributes instead of the whole dataset. Moreover, he can help the mining algorithm to select the target database which in turn takes less time to find the desired association rules. Variants of the standard Apriori and Interactive Apriori algorithms have been run on artificial datasets. The results show that incorporating user's preference in selection of target attribute helps to search the association rules efficiently both in terms of space and time.

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