• DocumentCode
    3357660
  • Title

    To surprise and inform

  • Author

    Varshney, Lav R.

  • Author_Institution
    Thomas J. Watson Res. Center, IBM, Yorktown Heights, NY, USA
  • fYear
    2013
  • fDate
    7-12 July 2013
  • Firstpage
    3145
  • Lastpage
    3149
  • Abstract
    In information overload regimes, it is necessary for messages to not only provide information but also to attract attention in the first place. Bayesian surprise is an information-theoretic functional that has been experimentally shown to measure the attraction of human attention. This paper studies the limits of reliable communication under a constraint on surprise so as to limit distraction: surprise-constrained capacity. It also considers attention-seeking capacity, where the goal is to maximize both information rate and surprise to attract attention. Properties of these functions are proven. There are no nontrivial tradeoffs for surprise-constrained capacity, but an interesting tradeoff arises for attention-seeking capacity; reversing the direction of constraint does not yield essentially equivalent problems.
  • Keywords
    cognitive radio; telecommunication network reliability; Bayesian surprise; attention-seeking capacity; cognitive systems; information overload regimes; information-theoretic functional; reliable communication; surprise-constrained capacity; Bayes methods; Channel capacity; Cost function; Encoding; Information rates; Mutual information;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Theory Proceedings (ISIT), 2013 IEEE International Symposium on
  • Conference_Location
    Istanbul
  • ISSN
    2157-8095
  • Type

    conf

  • DOI
    10.1109/ISIT.2013.6620805
  • Filename
    6620805