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- W2901968087 abstract "Many methods have been studied for mining sequential patterns from a sequence database. In particular, Lo et al. have proposed the notion of recurrent rules and an algorithm called NR3 for mining them. Recurrent rules can express temporal constraints such as Whenever a series of precedent events eventually a series of consequent events occurs, and they are useful in various domains, especially in software specification and verification. Although the algorithm NR3 and its successor BOB for mining non-redundant recurrent rules have been given by Lo et al. mining recurrent rules still requires considerable computational costs. In this paper, we propose a new algorithm, called LF-NR3, to make NR3 more efficient, which is based on a familiar program transformation loop fusion. We apply the loop fusion technique to NR3, thereby simplifying the operations of the original mining algorithm. We also make use of a hash-based data structure to reduce loads of the manipulation of sequences repeatedly required in mining recurrent rules. We show the effectiveness of our proposed method based on experimental results of some datasets used in the literature." @default.
- W2901968087 created "2018-11-29" @default.
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- W2901968087 date "2018-01-01" @default.
- W2901968087 modified "2023-09-25" @default.
- W2901968087 title "Mining non-redundant recurrent rules from a sequence database" @default.
- W2901968087 doi "https://doi.org/10.1504/ijcistudies.2018.10017453" @default.
- W2901968087 hasPublicationYear "2018" @default.
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