Iletken @ Strands $100K Call for Recommender Start-Ups - RecSys08

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    Iletken @ Strands $100K Call for Recommender Start-Ups - RecSys08 - Presentation Transcript

    1. Personally Relevant Content Based On Social Connections
    2. Team
      • M. Deniz OKTAR, BSc @ Koc University, Istanbul
      • Firat GELBAL, MSc @ TU/e, Eindhoven
      • Baris Can DAYLIK, BSc @ Koc University, Istanbul
      • Selcuk ATLI, MSc @ RPI, New York
      • Board of Advisors:
      • Prof . James Hendler, Professor in Computer Science @ RPI, TWC
      • Dr. Tarcan Kumkale, Assist. Prof. in Psychology @ Koc
      • Dr. Oznur Ozkasap, Assist . Prof . in Computer Science @ Koc
    3. Problems
      • No psychological or social aspect
      • Rapidly emerging online media content like news feeds need special engine
      • Computation time
      • New user issue
      • Critical mass problem
      • Overspecialization
      • Explicit feedback
    4. Value Proposition
      • Wisdom of the Crowd vs. Circle of Trust
      • Social added value
      • 3-layered Hybrid Engine
      • Weighted social proximity graphs
      • Multiple social graphs for different interests
      • Implicit/explicit feedback
      vs 14 C It rains heavily in Eindhoven. Firat says: It rains heavily in Eindhoven.
    5. + + Individual Interests + + + + + + + + + + + + Politics Technology Music Sports Relevance = α ∙ Content + β ∙ CF + θ ∙ Social Relevance = α ∙ Content + β ∙ CF + θ ∙ Social
    6. + + + + + + + + + Network Interests + + + + + + + Relevance = α ∙ Content + β ∙ CF + θ ∙ Social Relevance = α ∙ Content + β ∙ CF + θ ∙ Social
    7. + + + + + + + Circle of Trust Interests + + + + + + + + Relevance = α ∙ Content + β ∙ CF + θ ∙ Social Relevance = α ∙ Content + β ∙ CF + θ ∙ Social
    8. + + + + + + + + Interests’ Reconfiguration + + + + Relevance = α ∙ Content + β ∙ CF + θ ∙ Social
    9. + + + Interests’ Reconfiguration + + + + Sports Proximity + + + + +
    10. + + Interests’ Reconfiguration + + + + Politics Proximity + + + + + +
    11. Smarter Social Ads
        • Social Advertising:
        • “ If your friends have it, then you will have it ”
        • People are influenced by their friends
        • iletken captures people that most influence their friends
        • Opinion leaders are easy to find
    12. Thanks
      • Focus on developing the recommendation system.
      • Add value to your social network.
      • For more information: www.iletken-project.com
    13. Questions?
      • New User/Critical Mass P oblem
      • Social Capital
      • Importance of Trust
      • Why Different
      • Chinese Song Problem
      • Social Noise
      • Thanks
    14. Critical Mass Problem BACK Solution: Hybrid Engine
    15. Trust is Value BACK
    16. Social Capital BACK
    17. Why Different
      • Social Added Value
      • Live Social Graphs
      BACK vs live updates on social graphs 14 C It rains heavily in Eindhoven. Firat says: It rains heavily in Eindhoven.
    18. Chinese Song Problem BACK Time Songs of American User Relevance Songs of Chinese User Radiohead – Paranoid Android +++ Coldplay – X&Y Oasis – Wonderwall ++ Blur – Coffee and TV Greenday – Good Riddance +++ Foo Fighters – Big Me ... ... Franz Ferdiand – Take me Out
    19. Social Noise
      • Iletken uses Social Noise instead of Random
      BACK Noise = Random(t); vs Noise = Social Capital

    + John RogersJohn Rogers, 2 years ago

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