摘要: 现有语义相似度计算方法没有充分利用本体中的语义信息,且计算方法复杂。为此,提出一种基于概念特征的语义相似度计算方法。根据概念在本体中的层次结构来确定特征集合,引入宽度影响因子,给每个特征赋予不同的权值,通过计算2个概念特征集合间的相似度得到概念的相似度,引入深度影响因子,将相似度公式表示成更直观的形式。实验结果表明,该方法计算简便,且比较接近人类主观的判断值。
关键词:
语义Web,
本体,
概念特征,
特征属性,
语义相似度
Abstract: Due to the shortcomings of current semantic similarity metric not fully using the semantic information of ontology and its complex computation, this paper proposes a new semantic similarity metric calculation method based on the feature of concept, which makes full use of the information of ontology structure. It expresses each concept as a set of features according to the hierarchy of ontology, and introduces a width influencing factor as the coefficient of each feature. It obtains the semantic similarity through calculating the similarity between two sets. It introduces a depth influencing factor, and amends the semantic metric to a more understandable form. Theoretical analysis and experimental results show that the metric is simple, and the results are close to human judgment.
Key words:
semantic Web,
ontology,
concept feature,
feature attribute,
semantic similarity
中图分类号:
唐雅媛, 徐德智, 赖雅. 基于概念特征的语义相似度计算方法[J]. 计算机工程, 2012, 38(5): 170-172,175.
TANG Ya-Yuan, XU De-Zhi, LAI Ya. Semantic Similarity Calculation Method Based on Concept Feature[J]. Computer Engineering, 2012, 38(5): 170-172,175.