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A Proposal to Reduce Cumulative Reasoning Time in Hypothetical Reasoning

机译:关于减少假设推理中的累积推理时间的建议

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摘要

Considered in this paper is a method to reduce cumu - lative execution time in hypothetical reasoning using infer- ence-path network. Logic-based hypothetical reasoning provides an efficient framework that can be applied to such areas as diagnostics and design, but in so doing, the reason- ing speed may Prove insufficient. This Problem seems to be solvable by using partial hypothetical knowledge. In this case, more than one iteration with partial hypothetical knowledge may be required to find a solution. Some exist- ing techniques involve iterative reasoning within the same knowledge base while varying the hypothetical knowledge; networks are generated as necessary and hypotheses are synthesized at each iteration. On the contrary the method proposed in this study involves reduction of execution time by reusing the results of previous reasoning. Specifically, the cumulative execution time is reduced by applying the concept of stage, by partially deterring inference-path gen- eration, and by keeping the results of hypothetical reason- ing.
机译:本文考虑的是一种使用推理路径网络减少假设推理中累积执行时间的方法。基于逻辑的假设推理提供了一个有效的框架,可以将其应用于诊断和设计等领域,但是这样做可能会证明推理速度不够。通过使用部分假设知识,该问题似乎可以解决。在这种情况下,可能需要不止一次具有部分假设知识的迭代才能找到解决方案。某些现有技术在改变假设知识的同时,在同一知识库中涉及迭代推理。必要时生成网络,并在每次迭代时综合假设。相反,本研究中提出的方法涉及通过重用先前推理的结果来减少执行时间。具体而言,通过应用阶段的概念,部分阻止推理路径的产生以及保留假设推理的结果,可以减少累积执行时间。

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