Study on Distributed Sequential Pattern Discovery Algorithm
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    Abstract:

    Algorithm FDMSP (fast distributed mining of sequential patterns) is proposed in order to deal with mining sequential patterns in distributed environment and its properties are analyzed. The algorithm utilizes prefix-projected technique to divide the pattern searching space, utilizes polling site associated with prefix to get a global support, and utilizes local pruning, poll pruning and count pruning to decrease candidate sequences. It is divided into three sub-procedures which run asynchronously. As a result, the algorithm has lower I/O cost, memory cost and communication cost, and global sequential patterns are generated with higher efficiency. The experiments show that it outperforms the algorithm GSP after centralizing data by 68.5% to 99.5% and scaleable over LAN with huge amount of data.

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邹翔,张巍,刘洋,蔡庆生.分布式序列模式发现算法的研究.软件学报,2005,16(7):1262-1269

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  • Received:November 13,2003
  • Revised:February 03,2005
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