Title :
On optimum strategies for minimizing the exponential moments of a loss function
Author_Institution :
Dept. of Electr. Eng., Technion - Israel Inst. of Technol., Haifa, Israel
Abstract :
We consider a general problem of minimizing the exponential moment of a given loss function, with an emphasis on the relation to the more common criterion of minimization the first moment of the same loss function. Our basic observation is about simple sufficient conditions for a strategy to be optimum in the exponential moment sense. This observation is useful and application examples are given. We also examine the asymptotic regime and investigate universal asymptotically optimum strategies in light of the aforementioned sufficient conditions.
Keywords :
exponential distribution; minimisation; asymptotic regime; exponential moment sense; exponential moments minimization; loss function; sufficient conditions; universal asymptotically optimum strategy; Channel coding; Data compression; Decoding; Minimization; Probability distribution; Vectors;
Conference_Titel :
Information Theory Proceedings (ISIT), 2012 IEEE International Symposium on
Conference_Location :
Cambridge, MA
Print_ISBN :
978-1-4673-2580-6
Electronic_ISBN :
2157-8095
DOI :
10.1109/ISIT.2012.6283493