A Survey of Sentiment Analysis from Social Media Data

被引:75
作者
Chakraborty, Koyel [1 ]
Bhattacharyya, Siddhartha [2 ]
Bag, Rajib [1 ]
机构
[1] Supreme Knowledge Fdn Grp Inst, Comp Sci & Engn Dept, Chandannagar 712139, India
[2] Christ Univ, Dept Comp Sci & Engn, Bengaluru 560029, India
来源
IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS | 2020年 / 7卷 / 02期
关键词
Clustering; community; sentiment analysis; social media; social networks; COMMUNITY DETECTION; AUTHORITATIVE SOURCES; NETWORK STRUCTURE; RECOMMENDATION; IDENTIFICATION; CENTRALITY; PATTERNS; CLASSIFICATION; INFORMATION; ROBUSTNESS;
D O I
10.1109/TCSS.2019.2956957
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In the current era of automation, machines are constantly being channelized to provide accurate interpretations of what people express on social media. The human race nowadays is submerged in the idea of what and how people think and the decisions taken thereafter are mostly based on the drift of the masses on social platforms. This article provides a multifaceted insight into the evolution of sentiment analysis into the limelight through the sudden explosion of plethora of data on the internet. This article also addresses the process of capturing data from social media over the years along with the similarity detection based on similar choices of the users in social networks. The techniques of communalizing user data have also been surveyed in this article. Data, in its different forms, have also been analyzed and presented as a part of survey in this article. Other than this, the methods of evaluating sentiments have been studied, categorized, and compared, and the limitations exposed in the hope that this shall provide scope for better research in the future.
引用
收藏
页码:450 / 464
页数:15
相关论文
共 50 条
  • [1] A survey of sentiment analysis in social media
    Yue, Lin
    Chen, Weitong
    Li, Xue
    Zuo, Wanli
    Yin, Minghao
    KNOWLEDGE AND INFORMATION SYSTEMS, 2019, 60 (02) : 617 - 663
  • [2] A survey of sentiment analysis in social media
    Lin Yue
    Weitong Chen
    Xue Li
    Wanli Zuo
    Minghao Yin
    Knowledge and Information Systems, 2019, 60 : 617 - 663
  • [3] A survey and comparative study on negative sentiment analysis in social media data
    Paul, Jayanta
    Chatterjee, Ahel Das
    Misra, Devtanu
    Majumder, Sounak
    Rana, Sayak
    Gain, Malay
    De, Anish
    Mallick, Siddhartha
    Sil, Jaya
    MULTIMEDIA TOOLS AND APPLICATIONS, 2024, 83 (30) : 75243 - 75292
  • [4] Sentiment Analysis for Social Media: A Survey
    Patil, Harshali P.
    Atique, Mohammad
    2015 2ND INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND SECURITY (ICISS), 2015, : 263 - 266
  • [5] The emergence of social media data and sentiment analysis in election prediction
    Chauhan, Priyavrat
    Sharma, Nonita
    Sikka, Geeta
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2021, 12 (02) : 2601 - 2627
  • [6] Opinion Mining on Social Media Data: Sentiment Analysis of User Preferences
    Pavaloaia, Vasile-Daniel
    Teodor, Elena-Madalina
    Fotache, Doina
    Danilet, Magdalena
    SUSTAINABILITY, 2019, 11 (16)
  • [7] A Survey of Approaches for Sentiment Analysis on Social Media
    Bhardwaj, Shailja
    Pant, Janmejay
    PROCEEDINGS OF THE 2019 6TH INTERNATIONAL CONFERENCE ON COMPUTING FOR SUSTAINABLE GLOBAL DEVELOPMENT (INDIACOM), 2019, : 1020 - 1024
  • [8] Pattern Mining Approaches Used in Social Media Data
    Chaki, Jyotismita
    Dey, Nilanjan
    Panigrahi, B. K.
    Shi, Fuqian
    Fong, Simon James
    Sherratt, R. Simon
    INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, 2020, 28 (Supp02) : 123 - 152
  • [9] Issues of social data analytics with a new method for sentiment analysis of social media data
    Wang, Zhaoxia
    Tong, Victor Joo Chuan
    Chan, David
    2014 IEEE 6TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING TECHNOLOGY AND SCIENCE (CLOUDCOM), 2014, : 899 - 904
  • [10] A Study on Sentiment Analysis of Social Media Reviews
    Felciah, M. Lovelin Ponn
    Anbuselvi, R.
    2015 INTERNATIONAL CONFERENCE ON INNOVATIONS IN INFORMATION, EMBEDDED AND COMMUNICATION SYSTEMS (ICIIECS), 2015,