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一種分布式Web使用模式挖掘模型及算法

Construction and algorithms of distributed web usage pattern mining

  • 摘要: 給出了一種分布式Web日志挖掘模型DWLMS.根據對挖掘過程及算法進行分析,提出了一種基于DWLMS的局部頻繁路徑的更新算法LFP和全局頻繁路徑的更新算法GFP,較好地解決了Web訪問信息的異地存儲、實時增長、分布式算法通訊量等因素給模式分析過程帶來的困難.在實驗室對該方法進行了簡單實現和實際日志數據的測試,結果表明了算法的有效性.

     

    Abstract: A distributed Web log mining system model (DWLMS) is presented. Based on the analysis on the procedure and algorithm of Web frequent access pattern mining, the more general incremental updating algorithms of local frequent paths (LFP) and global frequent paths (GFP) in a distributed database system based on DWLMS are proposed for discovering the frequent access paths. Some troubles produced by real time incremental distributed Web access information and more communication data are solved better by the algorithms. The method was realized simply and tested with real world Web log information in laboratory, and the results show that the algorithms are valid.

     

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