Self improving coordination in multi agent filtering framework

S. Albayrak, D. Milosevic
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引用次数: 10

Abstract

In order to obtain acceptable quality of filtering services in real time conditions trade-off between result relevance and response time has to be addressed. Ignoring resource availability is a major drawback for many existed systems which try to boost quality by making different synergies between filtering strategies. The essence of the proposed solution for combining filtering strategies is in a comprehensive coordination which both takes care about current resource usability and tries to improve itself during a runtime. The applicability of the presented coordination between filtering strategies is illustrated in a system serving as intelligent personal information assistant (PIA). Experimental results show that long lasting jobs with duration over 1000 seconds are eliminated and that at the same time jobs, being shorter than 10 seconds, can be effectively used for adaptation.
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多智能体过滤框架中的自改进协调
为了在实时条件下获得可接受的过滤服务质量,必须解决结果相关性和响应时间之间的权衡问题。忽略资源可用性是许多现有系统的主要缺点,这些系统试图通过在过滤策略之间产生不同的协同作用来提高质量。所提出的结合过滤策略的解决方案的本质是一种全面的协调,既关心当前资源的可用性,又试图在运行时改进自身。在智能个人信息助理(PIA)系统中说明了所提出的过滤策略间协调的适用性。实验结果表明,消除了持续时间超过1000秒的长作业,同时可以有效地利用短于10秒的作业进行适应。
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