Word Semantic Similarity Research Based on Latent Relationships

被引：0

作者：

Lin, Xiaoqing ^{[1
]}

Wang, Danling ^{[2
]}

机构：

[1] Eastern Liaoning Univ, Dept Informat Technol, Dandong, Peoples R China

[2] Eastern Liaoning Univ, Art Dept, Dandong, Peoples R China

来源：

2013 2ND INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION AND MEASUREMENT, SENSOR NETWORK AND AUTOMATION (IMSNA) | 2013年

关键词：

Word Similarity; VSM; SVD;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Word similarity plays an important role on fields of machine translation, semantic disambiguation, information retrieval and others. Singular value decomposition (SVD) is proposed to measure the Chinese words similarity so as to compensate for the data sparseness by vector space model (VSM). Firstly, the thesaurus is used to build the generation templates which represent the relationships between words. Word similarity scores are gotten by calculating the angle cosine between vectors. Experimental results that our accuracy is improved by 5% than traditional VSM.

引用

页码：168 / 171

页数：4

共 50 条

[21] Semantic Similarity of Inverse Morpheme Words Based on Word Embedding
Zhou, Jiaomei
Liu, Zhiying
CHINESE LEXICAL SEMANTICS, CLSW 2021, PT I, 2022, 13249 : 452 - 463
[22] An improved Chinese word semantic similarity algorithm based on CiLin
Li, Fei
Zhu, Xinhua
Chen, Hongchao
Ma, Runcong
Deng, Han
Journal of Information and Computational Science, 2015, 12 (10): : 3799 - 3807
[23] A Semantic Set Theory for Word Semantic Similarity Assessment
Wei, Yang
Wei, Jinmao
PROCEEDINGS 2013 INTERNATIONAL CONFERENCE ON MECHATRONIC SCIENCES, ELECTRIC ENGINEERING AND COMPUTER (MEC), 2013, : 2466 - 2471
[24] SubTST: A Combination of Sub-word Latent Topics and Sentence Transformer for Semantic Similarity Detection
Binh Dang
Tran-Thai Dang
Le-Minh Nguyen
ICAART: PROCEEDINGS OF THE 14TH INTERNATIONAL CONFERENCE ON AGENTS AND ARTIFICIAL INTELLIGENCE - VOL 3, 2022, : 91 - 97
[25] SEMANTIC SIMILARITY AND COMPARISON OF WORD MEANINGS
SCHAEFFE.B
WALLACE, R
JOURNAL OF EXPERIMENTAL PSYCHOLOGY, 1969, 82 (02): : 343 - &
[26] Word completion with latent semantic analysis
Miller, Tristan
Wolf, Elisabeth
18TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 1, PROCEEDINGS, 2006, : 1252 - +
[27] Semantic Similarity Calculation of Chinese Word
Pan, Liqiang
Zhang, Pu
Xiong, Anping
INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2014, 5 (08) : 8 - 12
[28] Research on calculating semantic similarity based on HOM
Coll. of Information System and Management, National Univ. of Defense and Technology, Changsha 410073, China
不详
Xi Tong Cheng Yu Dian Zi Ji Shu/Syst Eng Electron, 2009, 7 (1750-1754):
[29] Evaluating word similarity in a semantic network
Kobayashi, Masamobu, 2000, Slovene Society Informatika, Ljubljana, Slovenia (24)
[30] Similarity-based Matrix Completion Algorithm for Latent Semantic Indexing
Mirzal, Andri
2013 IEEE INTERNATIONAL CONFERENCE ON CONTROL SYSTEM, COMPUTING AND ENGINEERING (ICCSCE 2013), 2013, : 79 - 84

← 1 2 3 4 5 →