User Modeling in Telecommunications and Internet Industry (KDD 2015)




& another video: https://ieondemand.com/presentations/user-modeling-in-social-media-and-big-data-

Points:
  • User Modeling is about:
    • who U R?
    • where R U?
    • what's next?

  • User Modeling is for machines, not for human decision maker
    • you cannot put human bias for what data to collect (as much as possible, AMAP)
    • human design how to collect AMAP
    • require a good business model (Nokia competition data does not reflect industry reality) 

  • User Modeling
    • collaborative, crowd intelligence
    • continuous incremental (life long) learning (closed loop)
    • feature engineering is important
    • privacy centric (not afterthought)

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