Concepedia

Large deviations and rare events in the study of stochastic algorithms

M. Patrick Cottrell, Jean‐Claude Fort, G. Malgouyres

IEEE Transactions on Automatic Control · 1983 · 211 citations · 11 references

Concepts

Abstract

New asymptotics formulas for the mean exit time from an almost stable domain of a discrete-time Markov process are obtained. An original fast simulation method is also proposed. The mathematical background involves the large deviation theorems and approximations by a diffusion process. We are chiefly concerned with the classical Robbins-Monroe algorithm. The validity of the results are tested on examples from the ALOHA system (a satellite type communication algorithm).

References

11

712 citations

Convergence of Probability Measures.

J. F. C. Kingmán, P. Billingsley · Journal of the Royal Statistical Society Series C (Applied Statistics) · 1969

+9

508 citations

387 citations

Packet Switching in a Multiaccess Broadcast Channel: Dynamic Control Procedures

Simon S. Lam, Leonard Kleinrock · IRE Transactions on Communications Systems · 1975

+11

249 citations