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
Link To Document