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Improved Association Rule Mining based on UP-Growth Algorithm

Journal: International Journal of Science and Research (IJSR) (Vol.5, No. 12)

Publication Date:

Authors : ; ;

Page : 515-518

Keywords : Association rule mining ARM; data access; data structure; index compression;

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Abstract

Mining of associations have been considered from different point of views, the use of high-dimensional data sets could still be a hard process. Besides, one should considers that, regardless the heuristic considered to solve the problem, the number of data accesses is high, so a data structure that speeds up the queries is the keystone. In this regard, the goal is to propose a suitable data structure that enables to both handle and fast compute high-dimensional data sets. For that purpose, the desired data structure should allow either to simplify or to reorganize data items in order to reduce the data size and provide a faster access to the stored information. In this paper we introduce new algorithm known as UP-growth which has the ability to mine the high dimensional data in less time complexity.

Last modified: 2021-07-01 14:48:53