Title :
Revenue Management in the Presence of Self-Similar Alpha-Stable Distributions
Author :
Ghayoori, A. ; Leon-Garcia, A.
Author_Institution :
Electr. & Comput. Eng., Univ. of Toronto, Toronto, ON, Canada
Abstract :
We consider the problem of maximizing network revenue from the perspective of bandwidth allocation and route selection. The objective is to perform offline maximization of revenue from served demands in the context of self-similar (long range dependent) traffic. We use an alpha-stable distribution for the aggregate demand volume to capture the appropriate level of traffic burstiness. We take a centralized view of the network topology, link capacity and demand. We use a new mean-risk modeling approach to that considers both the mean and the risk of bandwidth allocation. We also propose a risk measure appropriate for infinite variance alpha-stable distribution.
Keywords :
bandwidth allocation; optimisation; statistical distributions; telecommunication network management; telecommunication network routing; telecommunication network topology; telecommunication traffic; aggregate demand volume; alpha-stable distributions; bandwidth allocation; link capacity; link demand; mean-risk modeling; network revenue maximization; network topology; network traffic; revenue management; route selection; Aggregates; Channel allocation; Communication system traffic control; Computer network management; Computer networks; Distributed computing; Engineering management; Random variables; Telecommunication traffic; Traffic control;
Conference_Titel :
Global Telecommunications Conference, 2009. GLOBECOM 2009. IEEE
Conference_Location :
Honolulu, HI
Print_ISBN :
978-1-4244-4148-8
DOI :
10.1109/GLOCOM.2009.5426077