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
  • [21] Sentence Semantic Similarity Using Dependency Parsing
    Vakare, Tanmay
    Verma, Kshitij
    Jain, Vedant
    2019 10TH INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND NETWORKING TECHNOLOGIES (ICCCNT), 2019,
  • [22] Audio information retrieval using semantic similarity
    Barrington, Luke
    Chan, Antoni
    Turnbull, Douglas
    Lanckriet, Gert
    2007 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL II, PTS 1-3, 2007, : 725 - +
  • [23] An insight into semantic similarity aspects using WordNet
    Sharan A.
    Joshi M.L.
    International Journal of Information and Communication Technology, 2010, 2 (04) : 331 - 341
  • [24] Semantic and Morphological Information Guided Chinese Text Classification
    Song, Jiayu
    Xu, Qinghua
    Liu, Wei
    Zu, Yueran
    Chen, Mengdong
    MULTIMEDIA MODELING (MMM 2020), PT II, 2020, 11962 : 14 - 26
  • [25] Automated assessment of Chinese subjective questions based on sentence semantic similarity
    Cui, Yang
    Hu, Fangyu
    2018 INTERNATIONAL CONFERENCE ON IMAGE AND VIDEO PROCESSING, AND ARTIFICIAL INTELLIGENCE, 2018, 10836
  • [26] Analysis of web data classification methods based on semantic similarity measure
    Ramesh, Kante
    Mohanasundaram, R.
    INFORMATION SECURITY JOURNAL, 2023, 32 (05): : 315 - 330
  • [27] English Semantic Similarity based on Map Reduce Classification for Agricultural Complaints
    Rslan, Esraa
    Badry, Rasha M.
    Khafagy, Mohamed H.
    Munir, Kamran
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2021, 12 (12) : 235 - 242
  • [28] Spam email classification and sentiment analysis based on semantic similarity methods
    Srinivasarao, Ulligaddala
    Sharaff, Aakanksha
    INTERNATIONAL JOURNAL OF COMPUTATIONAL SCIENCE AND ENGINEERING, 2023, 26 (01) : 65 - 77
  • [29] SAFS3 Algorithm: Frequency Statistic and Semantic Similarity Based Semantic Classification Use Case
    de Silva, N. H. N. D.
    2015 FIFTEENTH INTERNATIONAL CONFERENCE ON ADVANCES IN ICT FOR EMERGING REGIONS (ICTER), 2015, : 77 - 83
  • [30] Computing semantic similarity based on novel models of semantic representation using Wikipedia
    Qu, Rong
    Fang, Yongyi
    Bai, Wen
    Jiang, Yuncheng
    INFORMATION PROCESSING & MANAGEMENT, 2018, 54 (06) : 1002 - 1021