A Survey of Sentiment Analysis from Social Media Data

被引:88
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 230 条
[1]   SAMAR: Subjectivity and sentiment analysis for Arabic social media [J].
Abdul-Mageed, Muhammad ;
Diab, Mona ;
Kuebler, Sandra .
COMPUTER SPEECH AND LANGUAGE, 2014, 28 (01) :20-37
[2]  
Adedoyin-Olowe M., 2013, ARXIV13124617
[3]   Predicting the dynamics of social circles in ego networks using pattern analysis and GA K-means clustering [J].
Agarwal, Vinti ;
Bharadwaj, K. K. .
WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY, 2015, 5 (03) :113-141
[4]  
Agichtein E., 2008, P INT C WEB SEARCH D, P183
[5]   Friendship Prediction and Homophily in Social Media [J].
Aiello, Luca Maria ;
Barrat, Alain ;
Schifanella, Rossano ;
Cattuto, Ciro ;
Markines, Benjamin ;
Menczer, Filippo .
ACM TRANSACTIONS ON THE WEB, 2012, 6 (02)
[6]  
Ain QT, 2017, INT J ADV COMPUT SC, V8, P424
[7]  
Aisopos F., 2011, P 3 ACM SIGMM INT WO, P9
[8]   SMALL WORLDS, INFINITE POSSIBILITIES? HOW SOCIAL NETWORKS AFFECT ENTREPRENEURIAL TEAM FORMATION AND SEARCH [J].
Aldrich, Howard E. ;
Kim, Phillip H. .
STRATEGIC ENTREPRENEURSHIP JOURNAL, 2007, 1 (1-2) :147-165
[9]  
Aleid H., 2018, SOCIAL NETW, V7, P79
[10]  
[Anonymous], 2016, IEEE I C COMP INT CO