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Current approaches to handling imperfect information in data and knowledge bases

机译:当前处理数据和知识库中不完美信息的方法

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摘要

This paper surveys methods for representing and reasoning with imperfect information. It opens with an attempt to classify the different types of imperfection that may pervade data, and a discussion of the sources of such imperfections. The classification is then used as a framework for considering work that explicitly concerns the representation of imperfect information, and related work on how imperfect information may be used as a basis for reasoning. The work that is surveyed is drawn from both the field of databases and the field of artificial intelligence. Both of these areas have long been concerned with the problems caused by imperfect information, and this paper stresses the relationships between the approaches developed in each.
机译:本文探讨了用不完美信息表示和推理的方法。它首先尝试对可能渗透数据的不同类型的缺陷进行分类,并讨论这种缺陷的来源。然后将分类用作考虑明确涉及不完美信息表示的工作的框架,以及有关如何将不完美信息用作推理基础的相关工作。被调查的工作既来自数据库领域,也来自人工智能领域。这两个领域长期以来一直关注由信息不完善引起的问题,因此本文着重强调了每种方法所发展的方法之间的关系。

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