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   CMU-HCII-12-103 
    Human-Computer Interaction Institute 
    School of Computer Science, Carnegie Mellon University
    
      
 
 
CMU-HCII-12-103
Evaluating Intelligibility Usage and Usefulness 
in a Context-Aware Application 
Brian Y. Lim, Anind K. Dey 
March 2012  
CMU-HCII-12-103.pdf  
 
Keywords: 
Intelligibility, explanation, user study, context-awareness, human-computer 
interaction
 
 
Intelligibility has been proposed to help end-users understand context-aware 
applications with their complex inference and implicit sensing. Usable 
explanations can be generated and designed to improve user understanding. 
However, will users be willing to use these intelligibility features? How 
much intelligibility will they use, and will this be sufficient to effectively 
improve their understanding? We present a quasi-field experiment of how 
participants used the intelligibility features of a fully-functional 
intelligible context-aware application. We investigated how many explanations 
they willingly viewed, and how that affected their understanding of the 
application's behavior, and suggestions they had for improving its behavior. 
We discuss what constitutes successful intelligibility usage, & provide 
recommendations for designing intelligibility to promote its effective use.
20 pages
 
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