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政大機構典藏 > 資訊學院 > 資訊科學系 > 會議論文 > Item 140.119/98236

Please use this identifier to cite or link to this item: https://nccur.lib.nccu.edu.tw/handle/140.119/98236

Title:	Social Influencer Analysis with Factorization Machines
Authors:	Tsai, Ming-Feng;Wang, Chuan-Ju;Lin, Zhe-Li 蔡銘峰
Contributors:	資科系
Keywords:	Social Influence Analysis, Collaborative Filtering, Factorization Machines
Date:	2015-06
Issue Date:	2016-06-22 17:14:58 (UTC+8)
Abstract:	How will the reputations of individuals in a social network be in uenced by their communities in a quantitative way? This work attempts to observe the collaborative events occurring at individuals involved in a social network to obtain such crucial knowledge. We propose a Factorization Machine approach to nd out the latent social in uence among the individuals based on their collaborations. Experiments conducted on a real-world DBLP dataset verify that the proposed approach can discover the latent social in uence among individuals and provide a better predictive model than several baselines.
Relation:	Proceedings of the 2015 ACM Web Science (WebSci `15), 2015
Data Type:	conference
DOI 連結:	http://dx.doi.org/10.1145/2786451.2786490
DOI:	10.1145/2786451.2786490
Appears in Collections:	[資訊科學系] 會議論文

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