Predicting Links in Social Networks using Text Mining and SNA

被引:10
|
作者
Bartal, Alon [1 ]
Sasson, Elan [1 ]
Ravid, Gilad [1 ]
机构
[1] Ben Gurion Univ Negev, IL-84105 Beer Sheva, Israel
关键词
Social network; Prediction Social network analysis; styling;
D O I
10.1109/ASONAM.2009.12
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Lately there is great progress in business organizations perception towards social aspects. Competitive organizations need to create innovation and segregate in the market. Business interactions help reaching those goals but finding the effective interactions is a chalange. We propose a prediction method, based on Social Networks Analysis (SNA) and text data mining (TDM), for predicting which nodes in a social network will be linked next. The network which is used to demonstrate the proposed prediction method is composed of academic co-authors who collaborated on writing articles. Without loss of generality, the academic co-authoring network demonstrates the proposed prediction procedure due to its similarity to other networks, such as business co-operation networks. The results show that the best prediction is achieved by incorporating TDM with SNA.
引用
收藏
页码:131 / 136
页数:6
相关论文
共 50 条
  • [31] Predicting links in ego-networks using temporal information
    Tabourier, Lionel
    Libert, Anne-Sophie
    Lambiotte, Renaud
    EPJ DATA SCIENCE, 2016, 5
  • [32] USING SMI TO MODEL SNA NETWORKS
    FERNANDEZ, J
    WINKLER, K
    IEEE COMMUNICATIONS MAGAZINE, 1993, 31 (05) : 60 - 67
  • [33] Mining social networks using wave propagation
    Wang, Xiaojie
    Tao, Hong
    Xie, Zheng
    Yi, Dongyun
    COMPUTATIONAL AND MATHEMATICAL ORGANIZATION THEORY, 2013, 19 (04) : 569 - 579
  • [34] Mining social networks using wave propagation
    Xiaojie Wang
    Hong Tao
    Zheng Xie
    Dongyun Yi
    Computational and Mathematical Organization Theory, 2013, 19 : 569 - 579
  • [35] Mining Tags Using Social Endorsement Networks
    Lappas, Theodoros
    Punera, Kunal
    Sarlos, Tamas
    PROCEEDINGS OF THE 34TH INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL (SIGIR'11), 2011, : 195 - 204
  • [36] Organization Mining Using Online Social Networks
    Fire, Michael
    Puzis, Rami
    NETWORKS & SPATIAL ECONOMICS, 2016, 16 (02): : 545 - 578
  • [37] Organization Mining Using Online Social Networks
    Michael Fire
    Rami Puzis
    Networks and Spatial Economics, 2016, 16 : 545 - 578
  • [38] Extracting, Mining and Predicting Users' Interests from Online Social Networks
    Zarrinkalam, Fattane
    Fani, Hossein
    Bagheri, Ebrahim
    PROCEEDINGS OF THE 42ND INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL (SIGIR '19), 2019, : 1407 - 1408
  • [39] Social Recommendation in Location-Based Social Network using Text Mining
    Feitosa, Rodrigo Miranda
    Labidi, Sofiane
    Silva dos Santos, Andre Luis
    Santos, Nilson
    FOURTH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS, MODELLING AND SIMULATION (ISMS 2013), 2013, : 67 - 72
  • [40] A framework for the analysis of information propagation in social networks combining complex networks and text mining techniques
    Barbosa, Carlos Magno G.
    Felix, Lucas Gabriel da S.
    Xavier, Carolina R.
    Vieira, Vinicius da F.
    WEBMEDIA 2019: PROCEEDINGS OF THE 25TH BRAZILLIAN SYMPOSIUM ON MULTIMEDIA AND THE WEB, 2019, : 401 - 408