A multi-protocol network log clustering method based on grid

Xuezhi Chi
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Abstract

To deal with large scale network log and provide brief data sources for the later log analysis, the thesis propose a multi-protocol network log clustering method based on grid, which plot every log into data grid and first clustering in the grid,then According to similarity judgment, make the initial cluster secondary clustering, finally output clustered log, some sparse data and outlier data. Experiment result shows that the method can effectively compress log storage, reduce the time complexity, deal with actual dynamic data and realize incremental clustering.
基于网格的多协议网络日志聚类方法
为了处理大规模的网络日志,为后续的日志分析提供简单的数据源,本文提出了一种基于网格的多协议网络日志聚类方法,该方法将每条日志绘制到数据网格中,先在网格中聚类,然后根据相似性判断,对初始聚类进行二次聚类,最后输出聚类日志、一些稀疏数据和离群数据。实验结果表明,该方法可以有效地压缩日志存储,降低时间复杂度,处理实际动态数据,实现增量聚类。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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