Opinion mining in online social media: a survey

被引:25
|
作者
Messaoudi, Chaima [1 ,2 ]
Guessoum, Zahia [2 ,3 ]
Ben Romdhane, Lotfi [1 ]
机构
[1] Univ Sousse, MARS Res Lab Comp Sci, Sousse, Tunisia
[2] Univ Reims, Crest, Reims, France
[3] Sorbonne Univ, LIP6, Paris, France
关键词
Social networks; Opinion mining; Sentiment analysis; Natural language processing; SENTIMENT ANALYSIS; ONTOLOGY; WORD;
D O I
10.1007/s13278-021-00855-8
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the emergence of social networks, opinion detection has become an active research area with different applications and several opinionated resources such as product reviews, social media posts and online blogs. Many social actors (e.g., companies, government departments, journalists) seek to understand people's opinions for various purposes such as analyzing consumer reactions to certain products' promotion (Marketing). In this regard, the last decade has witnessed a steady growth in opinion mining and sentiment analysis mainly explained by the scientific challenges and it bears such as natural language processing ambiguity, spam opinion detection, sarcasm, and using abbreviations. As a result, an extended survey focusing on the different aspects of those challenges is required. In this work, we present the problem statement and preliminaries, as well as the data sources and acquisition techniques. We then propose a thorough examination of well-cited, classical and recent opinion mining approaches, with an emphasis on the techniques employed in each of the sub-tasks of opinion mining.
引用
收藏
页数:18
相关论文
共 50 条
  • [1] Opinion mining in online social media: a survey
    Chaima Messaoudi
    Zahia Guessoum
    Lotfi Ben Romdhane
    Social Network Analysis and Mining, 2022, 12
  • [2] Opinion mining in online social media: a survey
    MARS Research Lab in Computer Science, University of Sousse, Sousse, Tunisia
    不详
    不详
    Soc. Netw. Analysis Min., 1
  • [3] Opinion Mining in Online Social Media for Public Health Campaigns
    Zhan, Qianyi
    Zhuo, Wei
    Hu, Wei
    Emery, Sherry
    Wang, Chongjun
    Liu, Yuan
    Wang, Xiaofeng
    JOURNAL OF MEDICAL IMAGING AND HEALTH INFORMATICS, 2019, 9 (07) : 1448 - 1452
  • [4] A Survey on Sentiment Analysis and Opinion Mining in Greek Social Media
    Alexandridis, Georgios
    Varlamis, Iraklis
    Korovesis, Konstantinos
    Caridakis, George
    Tsantilas, Panagiotis
    INFORMATION, 2021, 12 (08)
  • [5] Opinion Mining on Social Media Data
    Liang, Po-Wei
    Dai, Bi-Ru
    2013 IEEE 14TH INTERNATIONAL CONFERENCE ON MOBILE DATA MANAGEMENT (MDM 2013), VOL 2, 2013, : 91 - 96
  • [6] A survey on the use of data and opinion mining in social media to political electoral outcomes prediction
    Santos, Jessica S.
    Bernardini, Flavia
    Paes, Aline
    SOCIAL NETWORK ANALYSIS AND MINING, 2021, 11 (01)
  • [7] A survey on the use of data and opinion mining in social media to political electoral outcomes prediction
    Jéssica S. Santos
    Flavia Bernardini
    Aline Paes
    Social Network Analysis and Mining, 2021, 11
  • [8] Opinion Propagation in Online Social Networks: A Survey
    Cercel, Dumitru-Clementin
    Trausan-Matu, Stefan
    4TH INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE, MINING AND SEMANTICS, 2014,
  • [9] A Survey of the Application of Social Media Mining
    Han, Yehong
    PROCEEDINGS OF THE 2018 3RD INTERNATIONAL WORKSHOP ON MATERIALS ENGINEERING AND COMPUTER SCIENCES (IWMECS 2018), 2018, 78 : 525 - 529
  • [10] The Essential of Sentiment Analysis and Opinion Mining in Social Media Introduction and Survey of the Recent Approaches and Techniques
    Soong, Hoong-Cheng
    Jalil, Norazira Binti A.
    Ayyasamy, Ramesh Kumar
    Akbar, Rehan
    2019 IEEE 9TH SYMPOSIUM ON COMPUTER APPLICATIONS & INDUSTRIAL ELECTRONICS (ISCAIE), 2019, : 272 - 277