Large Deviations for a Random Walk Model with State-Dependent Noise

In this paper we prove the large deviation principle for a class of random walks with state-dependent noise. This type of model has important applications in queueing and communication theory and in the area of stochastic approximation.

[1]  P. Ney,et al.  Large deviations of uniformly recurrent Markov additive processes , 1985 .

[2]  Harold J. Kushner,et al.  Stochastic Approximation Algorithms and Applications , 1997, Applications of Mathematics.

[3]  M. Freidlin,et al.  Random Perturbations of Dynamical Systems , 1984 .

[4]  J. Lynch,et al.  A weak convergence approach to the theory of large deviations , 1997 .

[5]  Bruce E. Hajek,et al.  Review of 'Approximation and Weak Convergence Methods for Random Processes, with Applications to Stochastic Systems Theory' (Kushner, H.J.; 1984) , 1985, IEEE Transactions on Information Theory.

[6]  R. Tyrrell Rockafellar,et al.  Convex Analysis , 1970, Princeton Landmarks in Mathematics and Physics.

[7]  S. Ethier,et al.  Markov Processes: Characterization and Convergence , 2005 .

[8]  Amir Dembo,et al.  Large Deviations Techniques and Applications , 1998 .

[9]  Tamer Basar,et al.  Analysis of Recursive Stochastic Algorithms , 2001 .

[10]  Harold J. Kushner,et al.  Approximation and Weak Convergence Methods for Random Processes , 1984 .

[11]  T. E. Harris,et al.  The Theory of Branching Processes. , 1963 .

[12]  H. Kushner,et al.  Stochastic Approximation Methods for Systems Over an InfiniteHorizon , 1996 .

[13]  Richard L. Tweedie,et al.  Markov Chains and Stochastic Stability , 1993, Communications and Control Engineering Series.

[14]  Lennart Ljung,et al.  Theory and Practice of Recursive Identification , 1983 .

[15]  H. Kushner,et al.  Analysis of adaptive step size SA algorithms for parameter tracking , 1994, Proceedings of 1994 33rd IEEE Conference on Decision and Control.

[16]  Keiichi Saito,et al.  THEORY OF BRANCHING PROCESSES OF NEUTRONS IN A MULTIPLYING MEDIUM. , 1967 .

[17]  P. Dupuis Large Deviations Analysis of Some Recursive Algorithms with State Dependent Noise , 1988 .