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Suggesting Friends Using the Implicit Social Graph. Presenter: Jun-Yi Wu Authors: Maayan Roth mroth , Guy Flysher guyfl , Naty Leiser naty , Assaf Ben-David abenda , Ilan Horn ilan , Yossi Matias yossi , David Deutscher dudo , Ari Leichtberg aril , Ron Merom ronme .
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Suggesting Friends Using the Implicit Social Graph Presenter: Jun-Yi Wu Authors: Maayan Roth mroth, Guy Flysherguyfl , NatyLeisernaty, Assaf Ben-David abenda , Ilan Horn ilan , Yossi Matiasyossi , David Deutscherdudo , Ari Leichtberg aril , Ron Meromronme. 國立雲林科技大學 National Yunlin University of Science and Technology 2010 SIGKDD
Outline • Motivation • Objective • Methodology • Experiments • Applications • Conclusion • Comments
Motivation • Users of online communication tools rarely categorize their contacts into groups, they nonetheless implicitly cluster contacts , by virtue of their interactions with them, forming implicit groups.
Objective • To purpose Development a novel friend suggestion algorithm that assists users in the creation of custom contact group , Given a small seed set of contacts which the user has already labeled as friends.
Methodology • FRIEND SUGGEST algorithm • Interaction Rank • Core Routine • Scoring Functions
Methodology • Frequency • Recency • Direction b a Interaction Rank
Methodology • Core Routine
Methodology • Scoring Functions
Methodology • Scoring Functions
Methodology • Scoring Functions
Methodology • Scoring Functions
Applications • Use the Friend Suggest algorithm • Don’t Forget Bob! • Got the Wrong Bob? 15
Applications • Don’t Forget Bob! 16
Applications • Got the Wrong Bob? 17
Conclusion 18
Comments • Advantage • . • Application • Clustering • Information Retrieval 19