A review for comparative text mining: From data acquisition to practical application

被引：1
作者：
Wei, Na [1 ]
Zhao, Songzheng [1 ]
Liu, Jing [2 ,4 ]
Wang, Shenghui [3 ]
机构：
[1] Northwestern Polytech Univ, Sch Management, Xian, Peoples R China
[2] Tianjin Univ Finance & Econ, Sch Management Sci & Engn, Tianjin, Peoples R China
[3] Univ Twente, Fac Elect Engn Math & Comp Sci EEMCS, Human Media Interact HMI, Enschede, Netherlands
[4] Tianjin Univ Finance & Econ, Sch Management Sci & Engn, Tianjin 300222, Peoples R China
来源：
JOURNAL OF INFORMATION SCIENCE | 2023年
基金：
中国国家自然科学基金;
关键词：
Comparative network; comparative relation extraction; comparative text identification; comparative text mining;
D O I：
10.1177/01655515231165228
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 media provides customers with great opportunities to share their opinions regarding certain products and services. Comparative text, as an important expression form, deserves further exploration, since it contains considerable comparative information between different products and services. In this study, we review existing research on Comparative Text Mining (CTM) in the past 16 years. Basic concepts related to CTM are first described, and a general research framework is subsequently proposed. We then dive into each component of the research framework, ranging from data acquisition, comparative text identification (CTI), comparative relation extraction (CRE), to potential applications. In addition, we conduct extensive experimental analysis on existing methods for CTI and CRE, and clarify their limitations. Accordingly, we provide corresponding insights, and point out future research directions.
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页数：13
相关论文
共 64 条
[1]  
AGRAWAL R, 1995, PROC INT CONF DATA, P3, DOI 10.1109/ICDE.1995.380415
[2]   Identifying comparative opinions in Arabic text in social media using machine learning techniques [J].
Alharbi, Fatmah Rasheed ;
Khan, Muhammad Badruddin .
SN APPLIED SCIENCES, 2019, 1 (03)
[3]  
[Anonymous], 2007, Web data mining: exploring hyperlinks, contents, and usage data
[4]  
[Anonymous], 2008, P INT C COMP LING CO
[5]  
Ayres J., 2002, P 8 ACM SIGKDD INT C
[6]  
Coscia M., 2013, ARXIV
[7]  
Coulombe C, 2018, Arxiv, DOI [arXiv:1812.04718, 10.48550/arXiv.1812.04718, DOI 10.48550/ARXIV.1812.04718]
[8]  
Devlin J, 2019, Arxiv, DOI [arXiv:1810.04805, DOI 10.48550/ARXIV.1810.04805]
[9]   Sentiment analysis of Arabic comparative opinions [J].
Eldefrawi, Mai M. ;
Elzanfaly, Doaa S. ;
Farhan, Marwa S. ;
Eldin, Ahmed S. .
SN APPLIED SCIENCES, 2019, 1 (05)
[10]  
Feldman R., 2007, 7 IEEE INT C DAT MIN
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