A Survey of Sentiment Analysis from Social Media Data

被引:68
|
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
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
    Lin Yue
    Weitong Chen
    Xue Li
    Wanli Zuo
    Minghao Yin
    [J]. Knowledge and Information Systems, 2019, 60 : 617 - 663
  • [2] A survey of sentiment analysis in social media
    Yue, Lin
    Chen, Weitong
    Li, Xue
    Zuo, Wanli
    Yin, Minghao
    [J]. KNOWLEDGE AND INFORMATION SYSTEMS, 2019, 60 (02) : 617 - 663
  • [3] Sentiment Analysis for Social Media: A Survey
    Patil, Harshali P.
    Atique, Mohammad
    [J]. 2015 2ND INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND SECURITY (ICISS), 2015, : 263 - 266
  • [4] 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
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2024, 83 (30) : 75243 - 75292
  • [5] A Survey of Approaches for Sentiment Analysis on Social Media
    Bhardwaj, Shailja
    Pant, Janmejay
    [J]. PROCEEDINGS OF THE 2019 6TH INTERNATIONAL CONFERENCE ON COMPUTING FOR SUSTAINABLE GLOBAL DEVELOPMENT (INDIACOM), 2019, : 1020 - 1024
  • [6] A Study on Sentiment Analysis on Social Media Data
    Manasa, K. N.
    Padma, M. C.
    [J]. EMERGING RESEARCH IN ELECTRONICS, COMPUTER SCIENCE AND TECHNOLOGY, ICERECT 2018, 2019, 545 : 661 - 667
  • [7] Survey of visual sentiment prediction for social media analysis
    Ji, Rongrong
    Cao, Donglin
    Zhou, Yiyi
    Chen, Fuhai
    [J]. FRONTIERS OF COMPUTER SCIENCE, 2016, 10 (04) : 602 - 611
  • [8] Survey of visual sentiment prediction for social media analysis
    Rongrong JI
    Donglin CAO
    Yiyi ZHOU
    Fuhai CHEN
    [J]. Frontiers of Computer Science., 2016, 10 (04) - 611
  • [9] Survey of visual sentiment prediction for social media analysis
    Rongrong Ji
    Donglin Cao
    Yiyi Zhou
    Fuhai Chen
    [J]. Frontiers of Computer Science, 2016, 10 : 602 - 611
  • [10] Hybrid Approaches to Sentiment Analysis of Social Media Data
    Thanh Luan Nguyen
    Thi Thanh Sang Nguyen
    Kozierkiewicz, Adrianna
    [J]. INTELLIGENT INFORMATION AND DATABASE SYSTEMS, ACIIDS 2023, PT II, 2023, 13996 : 87 - 98