Skip to main content
Top

2018 | OriginalPaper | Chapter

Opinion Leader Mining of Social Network Combined with Hierarchical Sentiment Analysis

Authors : Hang Ye, Junping Du

Published in: Proceedings of 2017 Chinese Intelligent Automation Conference

Publisher: Springer Singapore

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

As social networks play more and more important roles in daily life, some malicious people use them to disseminate disinformation. For mining opinion leaders, we propose a method combined with sentiment analysis to find suspicious as well as dominant users. This mining method takes the tree to interpret the users’ interaction in social network for calculating users’ influence score. Besides, a hierarchical algorithm is used for emotional analysis. In order to search for users who probably against the national security, experiments on the dataset from Sina Weibo show our procedure has an advantage over traditional methods.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Zhang WZ, Li XQ, He H et al (2014) Identifying network public opinion leaders based on Markov logic networks. Sci World J 435–444 Zhang WZ, Li XQ, He H et al (2014) Identifying network public opinion leaders based on Markov logic networks. Sci World J 435–444
2.
go back to reference Agarwal N, Liu H, Tang L et al (2010) Identifying the influential bloggers in a community. In: International conference on web search and web data mining, Palo Alto, California, pp 207–218 Agarwal N, Liu H, Tang L et al (2010) Identifying the influential bloggers in a community. In: International conference on web search and web data mining, Palo Alto, California, pp 207–218
3.
go back to reference Li F, Du TC (2011) Who is talking? An ontology-based opinion leader identification frame00work for word-of-mouth marketing in online social blogs. Decis Support Syst 51(1):190–197CrossRef Li F, Du TC (2011) Who is talking? An ontology-based opinion leader identification frame00work for word-of-mouth marketing in online social blogs. Decis Support Syst 51(1):190–197CrossRef
4.
go back to reference Cho Y, Hwang J, Lee D (2012) Identification of effective opinion leaders in the diffusion of technological innovation: a social network approach. Technol Forecast Soc Chang 79(1):97–106CrossRef Cho Y, Hwang J, Lee D (2012) Identification of effective opinion leaders in the diffusion of technological innovation: a social network approach. Technol Forecast Soc Chang 79(1):97–106CrossRef
5.
go back to reference Lin Y, Li HX, Liu XQ et al (2013) Hot topic propagation model and opinion leader identifying model in microblog network. Abstr Appl Anal 6:1–13 Lin Y, Li HX, Liu XQ et al (2013) Hot topic propagation model and opinion leader identifying model in microblog network. Abstr Appl Anal 6:1–13
6.
go back to reference Weng J, Lim EP, Jiang J et al (2010) Twitterrank: finding topic-sensitive influential twitters. In: Proceedings of the third ACM international conference on Web search and data mining, New York City, pp 261–270 Weng J, Lim EP, Jiang J et al (2010) Twitterrank: finding topic-sensitive influential twitters. In: Proceedings of the third ACM international conference on Web search and data mining, New York City, pp 261–270
7.
go back to reference Subbian K, Aggarwal CC, Srivastava J (2016) Querying and tracking influencers in social streams. In: ACM international conference on web search and data mining, San Francisco Subbian K, Aggarwal CC, Srivastava J (2016) Querying and tracking influencers in social streams. In: ACM international conference on web search and data mining, San Francisco
8.
go back to reference Yu ZW, Wang ZT, Chen LM et al (2016) Featuring, detecting, and visualizing human sentiment in Chinese micro-Blog. ACM Trans Knowl Discov Data 10(4):48CrossRef Yu ZW, Wang ZT, Chen LM et al (2016) Featuring, detecting, and visualizing human sentiment in Chinese micro-Blog. ACM Trans Knowl Discov Data 10(4):48CrossRef
9.
go back to reference Wu XH, Zhang H, Zhao X (2015) Mining algorithm of microblogging opinion leaders based on user-behavior network. Appl Res Comput 9:2678–2683 (in Chinese) Wu XH, Zhang H, Zhao X (2015) Mining algorithm of microblogging opinion leaders based on user-behavior network. Appl Res Comput 9:2678–2683 (in Chinese)
10.
go back to reference Tang J, Chenhui Z, Keke C et al (2015) Sampling representative users from large social networks. In: 2015, Association for the Advancement of Artificial Intelligence, Austin Tang J, Chenhui Z, Keke C et al (2015) Sampling representative users from large social networks. In: 2015, Association for the Advancement of Artificial Intelligence, Austin
11.
go back to reference Silva A, Meira W, Zaki M (2013) ProfileRank: finding relevant content and influential users based on information diffusion. The Workshop on social network mining and analysis, pp 1–9 Silva A, Meira W, Zaki M (2013) ProfileRank: finding relevant content and influential users based on information diffusion. The Workshop on social network mining and analysis, pp 1–9
Metadata
Title
Opinion Leader Mining of Social Network Combined with Hierarchical Sentiment Analysis
Authors
Hang Ye
Junping Du
Copyright Year
2018
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-6445-6_70