A method to detect influencers in social networks based on the combination of amplification factors and content creation

dc.contributor.authorHuynh, Tai
dc.contributor.authorNguyen, Hien D.
dc.contributor.authorZelinka, Ivan
dc.contributor.authorPham, Xuan Hau
dc.contributor.authorPham, Vuong T.
dc.contributor.authorSelamat, Ali
dc.contributor.authorKrejcar, Ondřej
dc.date.accessioned2023-03-15T09:42:12Z
dc.date.available2023-03-15T09:42:12Z
dc.date.issued2022
dc.description.abstractA social network is one of the efficient tools for information propagation. The content is the bridge between the product and its customers. Evaluating the user's content creation is a valuable feature to improve information spreading on the social network. This paper proposes a method for extracting brand value with influencers by combining the user's amplification and content creation in influencer marketing. The amplification factors are studied based on the propagation of the posts on the social network in a duration time. Those factors are more valuable than before when using influencer marketing at a determined time. Moreover, the content creation score is also studied to measure content creation based on the passion point with a brand and its quality. The amplification factors and content creation score are combined to analyze posts' interest in detecting the emerging influent users for a product in the influencer marketing campaign. Using the amplification factors, the passion points, and the content creation score, a system to manage the influencer marketing on Facebook has been constructed and tested in the real-world campaign. The experimental results show that the proposed method's influencers bring the conversion rate's efficiency and revenue in the influencer marketing campaign.cs
dc.description.firstpageart. no. e0274596cs
dc.description.issue10cs
dc.description.sourceWeb of Sciencecs
dc.description.volume17cs
dc.identifier.citationPLOS One. 2022, vol. 17, issue 10, art. no. e0274596.cs
dc.identifier.doi10.1371/journal.pone.0274596
dc.identifier.issn1932-6203
dc.identifier.urihttp://hdl.handle.net/10084/149200
dc.identifier.wos000925060900034
dc.language.isoencs
dc.publisherPLOScs
dc.relation.ispartofseriesPLOS Onecs
dc.relation.urihttps://doi.org/10.1371/journal.pone.0274596cs
dc.rights© 2022 Huynh et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.cs
dc.rights.accessopenAccesscs
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/cs
dc.titleA method to detect influencers in social networks based on the combination of amplification factors and content creationcs
dc.typearticlecs
dc.type.statusPeer-reviewedcs
dc.type.versionpublishedVersioncs

Files

Original bundle

Now showing 1 - 1 out of 1 results
Loading...
Thumbnail Image
Name:
1932-6203-2022v17i10ane0274596.pdf
Size:
2.27 MB
Format:
Adobe Portable Document Format
Description:

License bundle

Now showing 1 - 1 out of 1 results
Loading...
Thumbnail Image
Name:
license.txt
Size:
718 B
Format:
Item-specific license agreed upon to submission
Description: