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A CSP for the Enumeration of Frequent-closed Patterns in Sequences

Proceeding: Second International Conference on Artificial Intelligence and Pattern Recognition (AIPR2015)

Publication Date:

Authors : ; ; ;

Page : 59-63

Keywords : Constraint Programming; Sequence Mining; Closed Pattern;

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Abstract

In this paper, we propose a CSP-based encoding for the problem of discovering frequents and closed patterns in a sequence. We show that is possible to employee constraint programming techniques for modeling and solving a wide variety of constraint-based item-set mining tasks, such as frequent, closed and maximal. Preliminary experiments show that the new formulation is competitive and can outperform the SAT based approach on the considered sequences.

Last modified: 2015-04-18 14:15:07