A Multilayer Method of Schema Matching Based on Semantic and Functional Dependencies

Chen Zhao, Derong Shen, Yue Kou, Tiezheng Nie, Ge Yu
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引用次数: 4

Abstract

Determing matching schemas enables queries on heterogeneous data space to be formulated and facilitates data integration. Current schema matching techniques most focus on mining mappings using elements' own information. This paper proposes to introduce semantic and functional dependencies into matching process to achieve multilayer schema matching results. It calculates semantic similarity with the help of Word Net and generates candidate mapping sets. By introducing functional dependency to formulize structural information, it can get structural similarities between element pairs. A probabilistic factor is considered to select mapping pairs. Through experimental evaluation on real data, the superiority of our method is verified.
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一种基于语义和功能依赖的多层模式匹配方法
确定匹配的模式可以使异构数据空间上的查询公式化,并促进数据集成。当前的模式匹配技术主要关注使用元素自身信息挖掘映射。本文提出在匹配过程中引入语义依赖和功能依赖,以实现多层模式匹配结果。它借助Word Net计算语义相似度,生成候选映射集。通过引入函数依赖关系将结构信息公式化,得到元素对之间的结构相似性。考虑了概率因素来选择映射对。通过对实际数据的实验评价,验证了该方法的优越性。
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