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For a discrete-time Markov chain $\{X(t)\}$ evolving on $\Re^\ell$ with transition kernel $P$, natural, general conditions are developed under which the following are established: 1. The transition kernel $P$ has a purely...

Markov chain stochastic Lyapunov function discrete spectrum sensitivity process weighted Sobolev space Lyapunov exponent