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Discovered motifs with using parallel Mprefixspan method
Author(s) -
Alinejad Rokny Hamid,
Mir Mohsen Pedram,
Shirgahi Hossein
Publication year - 2011
Publication title -
scientific research and essays
Language(s) - English
Resource type - Journals
ISSN - 1992-2248
DOI - 10.5897/sre11.212
Subject(s) - computer science , motif (music) , thread (computing) , scheduling (production processes) , parallel computing , data mining , mathematics , mathematical optimization , physics , acoustics , operating system
The parallelization of a prefixspan method to discover motifs is proposed in this paper. The prefixspan method is used to extract the frequent pattern from a sequence database. This system requires the use of multiple computers connected in local area network. This algorithm includes multi-threads to achieve communication between a master process and multiple slave processes. This algorithm applies dynamic scheduling to avoid tasks idling. Moreover we employ a technique, called selective sampling. We implement this algorithm with using a 4G memory and AMD phenom X4. Our experimental results show that this algorithm attains good efficiencies on motifs extraction.

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