Using Semantic Correlation of HowNet for Short Text Classification

被引：2

作者：

Ning, Yahui ^{[1
]}

Zhang, Li ^{[1
]}

Ju, Yarong ^{[1
]}

Wang, Weijia ^{[1
]}

Li, Shunqin ^{[1
]}

机构：

[1] Logist Engn Univ, Dept Logist Informat, Chongqing, Peoples R China

来源：

APPLIED SCIENCE, MATERIALS SCIENCE AND INFORMATION TECHNOLOGIES IN INDUSTRY | 2014年 / 513-517卷

关键词：

short-text; ontology; HowNet; text-classification; semantic;

D O I：

10.4028/www.scientific.net/AMM.513-517.1931

中图分类号：

TU [建筑科学];

学科分类号：

0813 ;

摘要：

A method using the HowNet ontologies for short texts classification was proposed. First, the domain high frequency words were got as the feature words. Then the feature words were extended to concept by HowNet, which extended the feature from semantic and amends the feature scarcity. Last, the word semantic correlation values were got by calculating the distance between different concepts in node tree. Experimental results prove that the classification efficiency and precision are both improved.

引用

页码：1931 / 1934

页数：4

共 50 条

[1] A howNet-based semantic relatedness kernel for text classification
Zhang, P.-Y. (25640521@qq.com), 1909, Universitas Ahmad Dahlan (11):
[2] Words semantic orientation classification based on HowNet
LI Dun1
TheJournalofChinaUniversitiesofPostsandTelecommunications, 2009, 16 (01) : 106 - 110
[3] Words semantic orientation classification based on HowNet
School of Information Engineering, Zhengzhou University, Zhengzhou, 450001, China
不详
不详
J. China Univ. Post Telecom., 2009, 1 (106-110):
[4] Improved Semantic Similarity Method Based on HowNet for Text Clustering
Nie, Hongmei
Zhou, Jiaqing
Guo, Qi
Huang, Zhiqi
2018 5TH INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND CONTROL ENGINEERING (ICISCE 2018), 2018, : 266 - 269
[5] The Research of Chinese Short-text Classification Based on Domain Keyword Set Extension and HowNet
Li, Xiangdong
Gao, Fan
Ding, Cong
PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON INTELLIGENT CONTROL AND COMPUTER APPLICATION, 2016, 30 : 244 - 247
[6] A Short Text Classification Algorithm Based on Semantic Extension
Zhou, Yajian
Deng, Dingpeng
Chi, Junhui
CHINESE JOURNAL OF ELECTRONICS, 2021, 30 (01) : 153 - 159
[7] Combining Lexical and Semantic Features for Short Text Classification
Yang, Lili
Li, Chunping
Ding, Qiang
Li, Li
17TH INTERNATIONAL CONFERENCE IN KNOWLEDGE BASED AND INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS - KES2013, 2013, 22 : 78 - 86
[8] Semantic dictionary based method for short text classification
Tang, Hao-Jin
Yan, Dan-Feng
Tian, Yuan
Journal of China Universities of Posts and Telecommunications, 2013, 20 (SUPPL. 1): : 15 - 19
[9] A Short Text Classification Algorithm Based on Semantic Extension
ZHOU Yajian
DENG Dingpeng
CHI Junhui
Chinese Journal of Electronics, 2021, 30 (01) : 153 - 159
[10] Transductive learning for short-text classification problems using latent semantic indexing
Zelikovitz, S
Marquez, F
INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2005, 19 (02) : 143 - 163

← 1 2 3 4 5 →