Closed Pattern Mining from n-ary Relations

R V Nataraj, S Selvan · International Journal of Computer Applications · 2010

In this paper, we address the problem of closed pattern mining from n-ary relations.We propose CnS-Miner algorithm which enumerates all the closed patterns of the given n-dimensional dataset in depth first manner satisfying the user specified minimum size constraints.From the given input, the CnS-Miner algorithm generates an n-ary tree and visits the tree in depth first manner.We have proposed a generalized duplicate pruning method which prunes the subtrees that generate duplicate patterns.The space complexity of our algorithm is O(D+d) where D is the n-ary dataset and d is the depth of the tree.We have experimentally compared the proposed algorithm with DataPeeler, a recently proposed algorithm for closed pattern mining from nary relations.

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