Automatically generating personalized user interfaces with Supple



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Document Outline

  • Automatically generating personalized user interfaces with Supple
    • Introduction
    • Previous research
    • Representing interfaces, devices and users
      • Functional interface specification (I)
      • Device capabilities and constraints (D)
      • Modeling users with traces (T)
    • Interface generation as optimization
      • The admissible heuristic
      • Constraint propagation
      • Variable ordering
      • Value ordering
    • Formulating the cost function
      • Factorization for efficient computation and personalization
      • Optimizing for expected speed of use
      • Capturing consistency across interfaces for different devices
        • Relevant widget dissimilarity features
    • Dynamic personalization of automatically generated UIs
    • Evaluation
      • Versatility
      • Adapting to long-term usage patterns
      • User-driven customization
      • System performance
        • Variable ordering heuristics and the parallel algorithm
        • Scalability
        • Importance of constraint propagation
      • Performance when optimizing for expected speed of use
      • Model complexity
    • User evaluation
      • Overview of the approach
      • Participants
      • Apparatus
      • Part 1: Eliciting personal models
        • Preference elicitation tasks
        • Ability elicitation tasks
        • Procedure
        • Note on the validity of preference models
      • Part 2: Main experiment
        • Tasks
        • Procedure
        • Generated interfaces
        • Design and analysis
      • Results
        • Adjustment of data
        • Completion times
        • Error rates
        • Subjective results
    • Discussion
    • Conclusion
    • Acknowledgements
    • References

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