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author:

Guo, Shaoru (Guo, Shaoru.) [1] | Guan, Yong (Guan, Yong.) [2] | Li, Ru (Li, Ru.) [3] | Zhang, Qi (Zhang, Qi.) [4]

Indexed by:

EI

Abstract:

Chinese word similarity computing is a fundamental task for natural language processing. This paper presents a method to calculate the similarity between Chinese words based on combination strategy. We apply Baidubaike to train Word2Vector model, and then integrate different methods, semantic Dictionary-based method, Word2Vector-based method and Chinese FrameNet (CFN)-based method, to calculate the semantic similarity between Chinese words. The semantic Dictionary-based method includes dictionaries such as HowNet, DaCilin, Tongyici Cilin (Extended) and Antonym. The experiments are performed on 500 pairs of words and the Spearman correlation coefficient of test data is 0.524, which shows that the proposed method is feasible and effective. © Springer International Publishing AG 2016.

Keyword:

Natural language processing systems Semantics

Community:

  • [ 1 ] [Guo, Shaoru]School of Computer and Information Technology, Shanxi University, Taiyuan, China
  • [ 2 ] [Guan, Yong]School of Computer and Information Technology, Shanxi University, Taiyuan, China
  • [ 3 ] [Li, Ru]School of Computer and Information Technology, Shanxi University, Taiyuan, China
  • [ 4 ] [Li, Ru]Key Laboratory of Ministry of Education for Computation Intelligence and Chinese Information Processing, Shanxi University, Taiyuan, China
  • [ 5 ] [Zhang, Qi]College of Mathematics and Computer Science, Fuzhou University, Fujian, China

Reprint 's Address:

  • [li, ru]school of computer and information technology, shanxi university, taiyuan, china;;[li, ru]key laboratory of ministry of education for computation intelligence and chinese information processing, shanxi university, taiyuan, china

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Source :

ISSN: 0302-9743

Year: 2016

Volume: 10102 LNAI

Page: 744-752

Language: English

0 . 4 0 2

JCR@2005

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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