基于本体的语义相似度度量方法研究

Yin Guisheng, Sheng Qiuyan
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引用次数: 18

摘要

本体是对语义和知识概念化的明确说明。本文给出了本体的形式化定义,并给出了一个实例。然后,提出了一种度量语义相似度的方法。语义相似度分为概念相似度和描述相似度。通过本体概念的层次结构,提出了本体概念间语义相似度的计算方法。为了使概念间语义相似度的计算更接近人的主观判断,将语义相似度分为概念相似度和描述相似度;最终的语义相似度由概念相似度和描述相似度合并而成。最后,通过实验结果得到优化后的参数设置。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Research on Ontology-Based Measuring Semantic Similarity
Ontology is an explicit specification of a conceptualization on semantic and knowledge. This paper presents a formal definition on ontology and gives an example. Then, a method to measuring semantic similarity is presented. Semantic similarity is divided into concept similarity and description similarity. A calculation of semantic similarity between concepts in ontology is presented by the hierarchy of ontology concepts. To make the calculation of semantic similarity between concepts more similar to human's subjective judgment, semantic similarity is divided into concept similarity and description similarity; the final semantic similarity is produced by merging concept similarity and description similarity. Finally, the optimized parameter settings are gained through the experiment results.
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