0
Views
0
CrossRef citations to date
0
Altmetric
Research Article

A comprehensive study on social networks analysis and mining to detect opinion leaders

ORCID Icon, &
Received 01 Feb 2024, Accepted 02 Jul 2024, Published online: 26 Jul 2024

References

  • Ma N, Liu Y. Superedgerank algorithm and its application in identifying opinion leader of online public opinion supernetwork. Expert Syst Appl. 2014;41(4):1357–1368. doi: 10.1016/j.eswa.2013.08.033
  • Oueslati W, Arrami S, Dhouioui Z, et al. Opinion leaders' detection in dynamic social networks. Concurr Comput Pract Exp. 2021;33(1):e5692. doi: 10.1002/cpe.v33.1
  • Mohammadi SA, Andalib A. Using the opinion leaders in social networks to improve the cold start challenge in recommender systems. In: 2017 3th International Conference on Web Research (ICWR). Tehran, Iran: IEEE; 2017. p. 62–66.
  • Rocha L, Mourao F, Vieira R , et al. Connecting opinions to opinion-leaders: a case study on Brazilian political protests. In: 2016 IEEE International Conference on Data Science and Advanced Analytics (DSAA). Montreal, QC, Canada: IEEE; 2016. p. 716–725.
  • Venkatraman MP. Opinion leaders, adopters, and communicative adopters: a role analysis. Psychol Mark. 1989;6(1):51–68. doi: 10.1002/mar.v6:1
  • Bamakan SMH, Nurgaliev I, Qu Q. Opinion leader detection: a methodological review. Expert Syst Appl. 2019;115:200–222. doi: 10.1016/j.eswa.2018.07.069
  • Khan NS, Ata M, Rajput Q. Identification of opinion leaders in social network. In: 2015 International Conference on Information and Communication Technologies (ICICT). Karachi, Pakistan: IEEE; 2015. p. 1–6.
  • Lynn-Sze JC, Kamaruddin A. Online opinion leaders in the health promotion digital era.
  • Fairman JC, Mackenzie SV. How teacher leaders influence others and understand their leadership. Int J Leadersh Edu. 2015;18(1):61–87. doi: 10.1080/13603124.2014.904002
  • Arrami S, Oueslati W, Akaichi J. Detection of opinion leaders in social networks: a survey. In: Intelligent interactive multimedia systems and services 2017 10. Portugal: Springer; 2018. p. 362–370.
  • Gentina E, Kilic D, Dancoine P-F. Distinctive role of opinion leaders in the social networks of school adolescents: an investigation of e-cigarette use. Public Health. 2017;144:109–116. doi: 10.1016/j.puhe.2016.11.020
  • Thoroughgood CN, Sawyer KB, Padilla A, et al. Destructive leadership: a critique of leader-centric perspectives and toward a more holistic definition. J Bus Ethics. 2018;151:627–649. doi: 10.1007/s10551-016-3257-9
  • Gotecha MR, Patwardhan MS. Identification of key opinion leaders in healthcare domain using weighted social network analysis. In: 2016 International Conference on Computing Communication Control and automation (ICCUBEA). Pune, India: IEEE; 2016. p. 1–6.
  • Musiał K, Kazienko P, Brodka P. User position measures in social networks. In: Proceedings of the 3rd Workshop on Social Network Mining and Analysis. Paris, France; 2009. p. 1–9.
  • Spizzirri L. Justification and application of eigenvector centrality. Algebra in geography: eigenvectors of network.
  • Zambuk FU, u Gital AY, Boukary S, et al. Evaluation of iterative pagerank algorithm for web page ranking. In: 2019 4th International Conference on Electrical, Electronics, Communication, Computer Technologies and Optimization Techniques (ICEECCOT). Mysuru, India: IEEE; 2019. p. 365–370.
  • Mejías ÁC, Bachiller AME, Jiménez MJJ. Pagerank: a different point of view. In: Book of abstracts. Barcelona, Espagne; 2022. p. 32–37.
  • Zhou H, Zeng D, Zhang C. Finding leaders from opinion networks. In: 2009 IEEE International Conference on Intelligence and Security Informatics. Richardson, TX, USA: IEEE; 2009. p. 266–268.
  • Luo L, Yang Y, Chen Z, et al. Identifying opinion leaders with improved weighted leaderrank in online learning communities. Int J Perform Eng. 2018;14(2):193.
  • Song K, Wang D, Feng S, et al. Detecting opinion leader dynamically in Chinese news comments. In: Web-Age information management: WAIM 2011 International Workshops: WGIM 2011, XMLDM 2011, SNA 2011, Wuhan, China, September 14-16, 2011; Revised Selected Papers 12. Wuhan, China: Springer; 2012. p. 197–209.
  • Riquelme F, Gonzalez-Cantergiani P, Hans D, et al. Identifying opinion leaders on social networks through milestones definition. IEEE Access. 2019;7:75670–75677. doi: 10.1109/Access.6287639
  • Chen Y-C, Chen Y-H, Hsu C-H, et al. Mining opinion leaders in big social network. In: 2017 IEEE 31st International Conference on Advanced Information Networking and Applications (AINA). Taipei, Taiwan: IEEE; 2017. p. 1012–1018.
  • Bodendorf F, Kaiser C. Detecting opinion leaders and trends in online social networks. In: Proceedings of the 2nd ACM Workshop on Social Web Search and Mining. Boise, ID, USA; 2009. p. 65–68.
  • Chen Y-C, Cheng J-Y, Hsu H-H. A cluster-based opinion leader discovery in social network. In: 2016 Conference on Technologies and Applications of Artificial Intelligence (TAAI). Hsinchu, Taiwan: IEEE; 2016. p. 78–83.
  • Chen W, Yuan Y, Zhang L. Scalable influence maximization in social networks under the linear threshold model. In: 2010 IEEE International Conference on Data Mining. Sydney, NSW, Australia: IEEE; 2010. p. 88–97.
  • Zhao Y, Li S, Jin F. Identification of influential nodes in social networks with community structure based on label propagation. Neurocomputing. 2016;210:34–44. doi: 10.1016/j.neucom.2015.11.125
  • Li Y, Ma S, Zhang Y, et al. An improved mix framework for opinion leader identification in online learning communities. Knowl Based Syst. 2013;43:43–51. doi: 10.1016/j.knosys.2013.01.005
  • Nandwani P, Verma R. A review on sentiment analysis and emotion detection from text. Soc Netw Anal Min. 2021;11(1):81. doi: 10.1007/s13278-021-00776-6
  • Al-Otaibi S, Al-Rasheed AA, AlHazza B, et al. Finding influential users in social networking using sentiment analysis. Informatica. 2022;46(5):56–68.
  • Agarwal S, Damle M. Sentiment analysis to evaluate influencer marketing: exploring to identify the parameters of influence. PalArch's J Archaeol Egypt/ Egyptol. 2020;17(6):4784–4800.
  • Zhai Y, Wang Z, Zeng H, et al. Social media opinion leader identification based on sentiment analysis. In: Proceedings of the 2021 International Conference on Bioinformatics and Intelligent Computing. Harbin, China; 2021. p. 436–440.
  • Li C, Bai J, Zhang L, et al. Opinion community detection and opinion leader detection based on text information and network topology in cloud environment. Inf Sci. 2019;504:61–83. doi: 10.1016/j.ins.2019.06.060
  • Sandoval-Almazan R, Valle-Cruz D. Facebook impact and sentiment analysis on political campaigns. In: Proceedings of the 19th Annual International Conference on Digital Government Research: Governance in the Data Age. Delft, The Netherlands; 2018. p. 1–7.
  • Ngoc PT, Yoo M. The lexicon-based sentiment analysis for fan page ranking in facebook. In: The International Conference on Information Networking 2014 (ICOIN2014). Phuket, Thailand: IEEE; 2014. p. 444–448.
  • Oueslati W, Mejri S, Al-Otaibi S, et al. Recognition of opinion leaders in social networks using text posts' trajectory scoring and users' comments sentiment analysis. IEEE Access. 2023;11:123589–123609. doi: 10.1109/ACCESS.2023.3329049
  • Kempe D, Kleinberg J, Tardos É. Maximizing the spread of influence through a social network. In: Proceedings of the Ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Washington, D.C.; 2003. p. 137–146.
  • Leskovec J, Krause A, Guestrin C, et al. Cost-effective outbreak detection in networks. In: Proceedings of the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. California, San Jose, USA; 2007. p. 420–429.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.