An Improved Decision Trees Updating Algorithm in Grid AC Cache Mechanism

Baoyi Wang
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Abstract

In grid environment, PMI (privilege management infrastructure) runs as grid services. Whenever a user accesses a resource, PMI calls his/her AC (Attribute certificate) from LDAP server (a grid service) one or several times. In order to improve the efficiency of accessing AC, an AC cache mechanism is proposed. After discussing the effects brought by the hit ratio of the cache to the system performance, based on probability theory, we defined the AC as often-use-AC and not-often-use-AC, and with the improved decision tree update algorithm, we exclude the not-often-use-AC from the cache to guarantee the hit ratio. The theory and experiment all show that the method is effective and the performance of the PMI is improved.
网格交流缓存机制中一种改进的决策树更新算法
在网格环境中,PMI(特权管理基础设施)作为网格服务运行。当用户访问资源时,PMI会一次或多次从LDAP服务器(网格服务)调用他/她的AC(属性证书)。为了提高交流数据的访问效率,提出了一种交流数据缓存机制。在讨论了缓存命中率对系统性能的影响后,基于概率论,将AC定义为经常使用的AC和不经常使用的AC,并利用改进的决策树更新算法,将不经常使用的AC从缓存中排除,以保证命中率。理论和实验均表明,该方法是有效的,提高了PMI的性能。
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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