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基于边权重的WordNet词语相似度计算

郭小华 彭琦 邓涵 朱新华

计算机工程与应用2018,Vol.54Issue(1):172-178,7.
计算机工程与应用2018,Vol.54Issue(1):172-178,7.DOI:10.3778/j.issn.1002-8331.1607-0159

基于边权重的WordNet词语相似度计算

Edge weight-based word similarity computation in WordNet

郭小华 1彭琦 2邓涵 1朱新华1

作者信息

  • 1. 广西师范大学计算机科学与信息工程学院,广西桂林541004
  • 2. 广西师范大学网络中心,广西桂林541004
  • 折叠

摘要

Abstract

Aimed at the defective including single information source, high nonlinear computational results and asymmetry between performance and efficiency of computation for word similarity currently, a word similarity computation method based on edge weight in WordNet is proposed. On the basis of path and depth, hierarchy in homogeneity in WordNet structure is improved by adding edge weight, similarity between two concepts is identified uniquely by definite encoding, and nonlinear deviation of computational result is corrected by using cosine function. Experimental results show that Pearson correlation coefficients obtained by comparing word similarity values calculated by using this method with corresponding artificial judgment value for MC30 and RG65 test set all reach 0.87. In addition, a higher level in performance and efficiency of computation is kept simultaneously.

关键词

词语相似度/边权重/WordNet/编码

Key words

word similarity/edge weight/WordNet/encoding

分类

信息技术与安全科学

引用本文复制引用

郭小华,彭琦,邓涵,朱新华..基于边权重的WordNet词语相似度计算[J].计算机工程与应用,2018,54(1):172-178,7.

基金项目

国家自然科学基金(No.61462010,No.61363036) (No.61462010,No.61363036)

广西师范大学自然科学青年基金. ()

计算机工程与应用

OA北大核心CSCDCSTPCD

1002-8331

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