应用科学学报 ›› 2009, Vol. 27 ›› Issue (6): 630-636.

• 计算机科学与应用 • 上一篇    下一篇

改进的高精度单本体概念相似度计算模型

潘跃建, 王立松   

  1. 南京航空航天大学信息科学与技术学院,南京210016
  • 收稿日期:2009-02-14 修回日期:2009-09-14 出版日期:2009-11-25 发布日期:2009-11-30
  • 通信作者: 王立松,副教授,研究方向:安全数据库、数据挖掘、计算机系统软件,E-mail: wangls@nuaa.edu.cn
  • 基金资助:

    国家自然科学基金(No. 60673127);国家“863”高技术研究发展计划基金(No. 2007AA01Z404)资助项目

Improved Model for Concept Similarity Evaluation with High
Precision for Single Ontology

PAN Yue-jian, WANG Li-song   

  1. Information Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China
  • Received:2009-02-14 Revised:2009-09-14 Online:2009-11-25 Published:2009-11-30

摘要:

概念相似度评估广泛应用于概念分类、概念聚合、概念合并等工作中. 以往面向单本体概念相似度计算模型的
工作虽然集中在概念特征匹配和语义分析之上,但考虑的要素单一或考虑要素的内容不全,所以计算结果精度不高,不
利于概念关系的深层挖掘. 该文完善概念的共性匹配,把概念间同时不具备的特征作为共性的一部分,并对概念格中不
同层次的语义特征进行加权,从而提出一种具有高精度的面向单本体的概念相似度计算模型. 实验数据表明该模型具有
较高的精度.

关键词: 概念;特征;语义;相似度;本体

Abstract:

Concept similarity evaluation is widely used in concept classification, concept gathering and concept
merging. Previous single-ontology-oriented models were centered on matched concept characteristics and semantic
analysis. Since they did not take enough factors into consideration, the obtained results were inaccurate, therefore
of less value for exploring relations among concepts. This paper makes the matched concept characteristics more
complete, takes characteristics which are not processed among concepts as similarity, assigns different weights according
to the semantic hierarchy of the concepts, and proposes an improved concept similarity calculation model
with high precision. Experimental results show that the improved model is more accurate.

Key words: concept, characteristic, semantic, similarity, ontology

中图分类号: