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Summary

  • To provide the analytics module for the skills recognition and profiling of users based on their activity and preferences
  • To provide a model (i.e., ontology for modeling personal skills and competencies) and implementation for the User Profiling Module of SlideWiki
  • To implement a supervised classification method for enrichment of user profiles from data collected by the Student Information System
  • To reuse and extend open-source tools (Weak, Apache Mahout, Apache Spark MLib)

Background and goals

User Profiling is applied on two levels, static and dynamic. Thus, SlideWiki will follow a hybrid model for User Profiling.

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  • Deck consumption statistics
    • Average time spent on reading/consuming decks
    • Number of presentations given
    • Usage of external sources, multimedia etc.
    • Themes and Domains of created decks (e.g. through semantic annotation and/or tagging)
  • Content creation
    • Average time spent on creating/editing content
    • Number of decks the user is participating as an owner/editor
    • Statistics on usage of the user's created decks from other users (i.e., reachability/popularity of created content)
    • Themes and Domains of created decks (e.g. through semantic annotation and/or tagging)

Assumptions

  • The user profiling module should interact with the activity tracking components in order to ensure that the needed data is produced (e.g. tracking of time spent on decks)