For a discrete-time Markov chain X = {X(t)} evolving on R ℓ with transition kernel P , natural, general conditions are developed under which the following are established:(i) The transition kernel P has a purely discrete spectrum, when viewed as a linear operator on a weighted Sobolev space L v,1 ∞ of functions with norm,