TY - GEN
T1 - The supermarket game
AU - Xu, Jiaming
AU - Hajek, Bruce
PY - 2012
Y1 - 2012
N2 - A supermarket game is considered with N FCFS queues with unit exponential service rate and global Poisson arrival rate Nλ. Upon arrival each customer chooses a number of queues to be sampled uniformly at random and joins the least loaded sampled queue. Customers are assumed to have cost for both waiting and sampling, and they want to minimize their own expected total cost. We study the supermarket game in a mean field model that corresponds to the limit as N converges to infinity in the sense that (i) for a fixed symmetric customer strategy, the joint equilibrium distribution of any fixed number of queues converges as N → ∞ to a product distribution determined by the mean field model and (ii) a Nash equilibrium for the mean field model is an e-Nash equilibrium for the finite N model with N sufficiently large. It is shown that there always exists a Nash equilibrium for λ < 1 and the Nash equilibrium is unique for λ 2 ≤ 1/2. Furthermore, we find that the action of sampling more queues by some customers has a positive externality on the other customers.
AB - A supermarket game is considered with N FCFS queues with unit exponential service rate and global Poisson arrival rate Nλ. Upon arrival each customer chooses a number of queues to be sampled uniformly at random and joins the least loaded sampled queue. Customers are assumed to have cost for both waiting and sampling, and they want to minimize their own expected total cost. We study the supermarket game in a mean field model that corresponds to the limit as N converges to infinity in the sense that (i) for a fixed symmetric customer strategy, the joint equilibrium distribution of any fixed number of queues converges as N → ∞ to a product distribution determined by the mean field model and (ii) a Nash equilibrium for the mean field model is an e-Nash equilibrium for the finite N model with N sufficiently large. It is shown that there always exists a Nash equilibrium for λ < 1 and the Nash equilibrium is unique for λ 2 ≤ 1/2. Furthermore, we find that the action of sampling more queues by some customers has a positive externality on the other customers.
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U2 - 10.1109/ISIT.2012.6283969
DO - 10.1109/ISIT.2012.6283969
M3 - Conference contribution
AN - SCOPUS:84867527935
SN - 9781467325790
T3 - IEEE International Symposium on Information Theory - Proceedings
SP - 2511
EP - 2515
BT - 2012 IEEE International Symposium on Information Theory Proceedings, ISIT 2012
T2 - 2012 IEEE International Symposium on Information Theory, ISIT 2012
Y2 - 1 July 2012 through 6 July 2012
ER -