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The snake chain Let {X n } n≥0 be an hmc with state space E and transition matrix P. Define for L ≥ 1, Y n = (X n , X n+1 ,...,X n+L ). (a) The process {Y n } n≥0 takes its values in F = EL+1. Prove...

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The snake chain Let {Xn}n≥0 be an hmc with state space E and transition matrix P. Define for L ≥ 1, Yn = (Xn, Xn+1,...,Xn+L).

(a) The process {Yn}n≥0 takes its values in F = EL+1. Prove that {Yn}n≥0 is an hmc and give the general entry of its transition matrix. (The chain {Yn}n≥0 is called the snake chain of length L + 1 associated with {Xn}n≥0.)

(b) Show that if {Xn}n≥0 is irreducible, then so is {Yn}n≥0 if we restrict the state space of the latter to be F = {(i0,...,iL) ∈ EL+1; pi0i1 pi1i2 ··· piL−1iL > 0}. Show that if the original chain is irreducible aperiodic, so is the snake chain.

(c) Show that if {Xn}n≥0 has a stationary distribution π, then {Yn}n≥0 also has a stationary distribution. Which one?

Answered 119 days After May 22, 2022

Solution

Ajay answered on Sep 18 2022
70 Votes
Explanation:
The snake chain Let {Xn}n≥0 be an hmc with state space E and transition matrix P. Define for L ≥ 1, Yn = (Xn, Xn+1,...,Xn+L).
Let A be the event that the chain is in a given set A at time n. Show that if A is an abso
ing set, then for any x ∈ A,
limn→∞P(Yn = x) = 1.

(a) The process {Yn}n≥0 takes its values in F = EL+1. Prove that {Yn}n≥0 is an hmc and give the general entry of its transition matrix. (The chain {Yn}n≥0 is called the snake chain of length L + 1 associated with {Xn}n≥0.)
Yes, {Yn}n≥0 is an hmc. The general entry of its transition...
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