A New Hybrid Improved Method for Measuring Concept Semantic Similarity in WordNet

被引:4
|
作者
Zhang, Xiaogang [1 ]
Sun, Shouqian [1 ]
Zhang, Kejun [1 ]
机构
[1] Zhejiang Univ, Coll Comp Sci & Technol, Hangzhou, Peoples R China
基金
中国国家自然科学基金;
关键词
Information content; Semantic similarity; WordNet taxonomy; Hyponym; INFORMATION-CONTENT;
D O I
10.34028/iajit/17/4/1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Computing semantic similarity between concepts is an important issue in natural language processing, artificial intelligence, information retrieval and knowledge management. The measure of computing concept similarity is a fundament of semantic computation. In this paper, we analyze typical semantic similarity measures and note Wu and Palmer's measure which does not distinguish the similarities between nodes from a node to different nodes of the same level. Then, we synthesize the advantages of measure of path-based and IC-based, and propose a new hybrid method for measuring semantic similarity. By testing on a fragment of WordNet hierarchical free, the results demonstrate the proposed method accurately distinguishes the similarities between nodes from a node to different nodes of the same level and overcome the shortcoming of the Wu and Palmer's measure.
引用
收藏
页码:433 / 439
页数:7
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