DocumentCode
37930
Title
An Improved Hazard Rate Twisting Approach for the Statistic of the Sum of Subexponential Variates
Author
Ben Rached, Nadhir ; Kammoun, Abla ; Alouini, Mohamed-Slim ; Tempone, Raul
Author_Institution
Electr. & Math. Sci. & Eng. (CEMSE) Div., King Abdullah Univ. of Sci. & Technol. (KAUST), Thuwal, Saudi Arabia
Volume
19
Issue
1
fYear
2015
fDate
Jan. 2015
Firstpage
14
Lastpage
17
Abstract
In this letter, we present an improved hazard rate twisting technique for the estimation of the probability that a sum of independent but not necessarily identically distributed subexponential Random Variables (RVs) exceeds a given threshold. Instead of twisting all the components in the summation, we propose to twist only the RVs which have the biggest impact on the right-tail of the sum distribution and keep the other RVs unchanged. A minmax approach is performed to determine the optimal twisting parameter which leads to an asymptotic optimality criterion. Moreover, we show through some selected simulation results that our proposed approach results in a variance reduction compared to the technique where all the components are twisted.
Keywords
radio networks; RV; asymptotic optimality criterion; distributed subexponential random variables; hazard rate twisting approach; minmax approach; optimal twisting parameter; subexponential variates; wireless communication systems; Approximation methods; Computational modeling; Estimation; Hazards; Interference; Monte Carlo methods; Shape; Hazard rate twisting; asymptotic optimality; minmax approach; subexponential; twisting parameter; variance reduction;
fLanguage
English
Journal_Title
Communications Letters, IEEE
Publisher
ieee
ISSN
1089-7798
Type
jour
DOI
10.1109/LCOMM.2014.2368562
Filename
6954449
Link To Document