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The dynamic competitive recommendation algorithm in social network services. Presenter : Chuang, Kai-Ting Authors : Seok Jong YU 2012, IS. Outlines. Motivation Objectives Methodology Experiments Conclusions Comments. Motivation.
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The dynamic competitive recommendation algorithm in social network services Presenter : Chuang, Kai-TingAuthors : Seok Jong YU2012, IS
Outlines • Motivation • Objectives • Methodology • Experiments • Conclusions • Comments
Motivation • Existing recommendation algorithms depend on single algorithm.
Objectives • To overcome this limitation and to provide consistent and stable recommendationin social networks.
Creation of initial candidate pool Methodology u → a → c u → a ↗ ↘c b
Creation of initial candidate pool Methodology Application of component algorithm Number of followers Number of tweets Common follower u → a → c u → v ↗ ↘c PageRank a Profile matching
Methodology Application of component algorithm Competition algorithm
Methodology Competition algorithm Integration of candidate list Suggestion of top ranked candidates
Conclusions • A novel dynamic competitive approach for SNS recommendation, for the purpose of overcoming the limitation of single approaches. • DCRalgorithm enabled comprehensively more stable and consistent recommendation.
Comments • Advantages • The subject is interesting. • The experiment is precise. • Applications • Social network service.