Chinese SNS Blog Classification Using Semantic Similarity

被引:0
|
作者
Shi Chenye [1 ]
Li Jianhua [1 ]
Chen Jieyuan [1 ]
Chen Xiuzhen [1 ]
机构
[1] Shanghai Jiao Tong Univ, Sch Informat Secur Engn, Shanghai 200030, Peoples R China
来源
2013 FIFTH INTERNATIONAL CONFERENCE ON COMPUTATIONAL ASPECTS OF SOCIAL NETWORKS (CASON) | 2013年
关键词
text classification; social network; semantic similarity; blog; multi-label classification;
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
Social Network Services have become an important medium for people to communicate ideas and share interests in recent years. Blogs published and shared by users in this virtual world are one of the main sources of user-generated information. Classifying these freestyle blogs can help understand user interests and assist applications such as search and marketing. In this paper, we propose a new method of multi-label classification for Chinese blogs. By applying Dempster-Shafer theory on semantic word similarity algorithms, we achieve automatic classification without use of difficult-to-obtain training sets. Experiments were conducted on real world data from RENREN.com, the biggest SNS (Social Network Services) in China. Results show that the proposed method achieves satisfactory performance in multi-labeling real world SNS blogs as well as corpus.
引用
收藏
页码:1 / 6
页数:6
相关论文
共 50 条
  • [31] Stance Classification towards Political Figures on Blog Writing
    Jannati, Rini
    Mahendra, Rahmad
    Wardhana, Cakra Wishnu
    Adriani, Mirna
    2018 INTERNATIONAL CONFERENCE ON ASIAN LANGUAGE PROCESSING (IALP), 2018, : 96 - 101
  • [32] Ad Hoc Table Retrieval using Semantic Similarity
    Zhang, Shuo
    Balog, Krisztian
    WEB CONFERENCE 2018: PROCEEDINGS OF THE WORLD WIDE WEB CONFERENCE (WWW2018), 2018, : 1553 - 1562
  • [33] Detecting Singleton Review Spammers Using Semantic Similarity
    Sandulescu, Vlad
    Ester, Martin
    WWW'15 COMPANION: PROCEEDINGS OF THE 24TH INTERNATIONAL CONFERENCE ON WORLD WIDE WEB, 2015, : 971 - 976
  • [34] Computing Semantic Similarity Using Large Static Corpora
    Dobo, Andras
    Csirik, Janos
    SOFSEM 2013: THEORY AND PRACTICE OF COMPUTER SCIENCE, 2013, 7741 : 491 - 502
  • [35] On retrieving intelligently plagiarized documents using semantic similarity
    Hussain, Syed Fawad
    Suryani, Asif
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2015, 45 : 246 - 258
  • [36] Semantic Blog Based Supportive Learning System
    Winster, Godfrey S.
    Swamynathan, S.
    2012 IEEE FOURTH INTERNATIONAL CONFERENCE ON TECHNOLOGY FOR EDUCATION (T4E), 2012, : 212 - 215
  • [37] Semantic Similarity Estimation Using Vector Symbolic Architectures
    Isaias Quiroz-Mercado, Job
    Barron-Fernandez, Ricardo
    Antonio Ramirez-Salinas, Marco
    IEEE ACCESS, 2020, 8 (08): : 109120 - 109132
  • [38] Semantic similarity-based PageRank using wordnet
    Poomagal, S.
    Hamsapriya, T.
    Visalakshi, P.
    INTERNATIONAL JOURNAL OF COMPUTER APPLICATIONS IN TECHNOLOGY, 2013, 46 (02) : 101 - 112
  • [39] Using Information Content to Evaluate Semantic Similarity on HowNet
    You Bin
    Liu Xiao-ran
    Li Ning
    Yan Yue-song
    PROCEEDINGS OF THE 2012 EIGHTH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY (CIS 2012), 2012, : 142 - 145
  • [40] Short Text Similarity Calculation Using Semantic Information
    Pu, Haoyu
    Fei, Gaolei
    Zhao, Hailin
    Hu, Guangmin
    Jiao, Chengbo
    Xu, Zhoujun
    2017 3RD INTERNATIONAL CONFERENCE ON BIG DATA COMPUTING AND COMMUNICATIONS (BIGCOM), 2017, : 144 - 150