INCONSISTENCY RESOLUTION IN THE VIRTUAL DATABASE ENVIRONMENT USING FUZZY LOGIC

Amr I. Abdelrahman, Mohamed Kholief Ali El-Bastawissy
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Abstract

Data integration from different data sources may result in data inconsistencies due to different representation of the same objects at the data source. Many researchers have tried to solve this problem manually or using source features. None of them took the user’s preferences to source features into account. This paper proposes using fuzzy logic with multiple constraints, in accordance with user preference, to resolve inconsistencies. This approach uses token-based cleaner, a content based inconsistency detection algorithm, to detect inconsistencies. Then, uses fuzzy logic to resolve inconsistencies. An experiment was conducted using our fuzzy algorithm on a trained dataset that reflects our designated point of view. The result indicates that multiple constraints decision making is a suitable technique for resolving inconsistencies.
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使用模糊逻辑解决虚拟数据库环境中的不一致问题
来自不同数据源的数据集成可能会由于数据源中相同对象的不同表示而导致数据不一致。许多研究人员试图手动或使用源特征来解决这个问题。它们都没有考虑到用户对源特性的偏好。本文提出根据用户偏好,采用多约束的模糊逻辑来解决不一致性问题。这种方法使用基于令牌的cleaner(一种基于内容的不一致检测算法)来检测不一致。然后,使用模糊逻辑来解决不一致。在一个反映我们指定观点的训练数据集上使用我们的模糊算法进行了一个实验。结果表明,多约束决策是解决不一致问题的一种合适的方法。
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