Event Detection in Twitter: Methodological Evaluation and Structural Analysis of the Bibliometric Data

被引:1
作者
Ishag, Musa Ibarhim M. [1 ]
Ryu, Kwang Sun [1 ]
Lee, Jong Yun [2 ]
Ryu, Keun Ho [1 ]
机构
[1] Chungbuk Natl Univ, Coll Elect & Comp Engn, Cheongju, South Korea
[2] Chungbuk Natl Univ, Dept Software Engn, Cheongju, South Korea
来源
MODERN APPROACHES FOR INTELLIGENT INFORMATION AND DATABASE SYSTEMS | 2018年 / 769卷
基金
新加坡国家研究基金会;
关键词
Twitter; Event detection; Bibliometric analysis; CiteSpace; EMERGING TRENDS; PERSPECTIVE; PATTERNS;
D O I
10.1007/978-3-319-76081-0_9
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Twitter-a social networking service is increasingly becoming an important source of news and information for various aspects of our life. However, harnessing reliable sources is both tedious and challenging. Algorithms for mining and detecting events from Twitter have been developed. In this paper, event detection techniques are investigated. In essence, a theoretical comparison of the state-of-the-art event detection algorithms is performed along with highlights to the current issues and proper suggestions to mitigate them. In addition, a knowledge domain map analysis using CiteSpace is applied to the bibliometric data in the field in order to explore the structural dynamics of the research in this domain.
引用
收藏
页码:99 / 112
页数:14
相关论文
共 51 条
  • [1] An information-theoretic perspective of tf-idf measures
    Aizawa, A
    [J]. INFORMATION PROCESSING & MANAGEMENT, 2003, 39 (01) : 45 - 65
  • [2] [Anonymous], P 10 INT WORKSHOP MU, DOI [DOI 10.1145/1814245.1814249, 10.1145/1814245.1814249]
  • [3] [Anonymous], 1988, Objective measures of speech quality
  • [4] [Anonymous], 2012, Web of science
  • [5] [Anonymous], 2010, HLT 10
  • [6] [Anonymous], 2010, Proceedings of the 2010 international conference on Management of data
  • [7] [Anonymous], 2009, P 17 ACM SIGSP INT C
  • [8] [Anonymous], 2005, ROBUST REGRESSION OU
  • [9] [Anonymous], 2012, TOPIC DETECTION TRAC, DOI DOI 10.1186/1471-2296-13-54
  • [10] A SURVEY OF TECHNIQUES FOR EVENT DETECTION IN TWITTER
    Atefeh, Farzindar
    Khreich, Wael
    [J]. COMPUTATIONAL INTELLIGENCE, 2015, 31 (01) : 132 - 164