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Let {Xn≥ 1} denote a positive recurrent Markov chain having a countable-state space. Now consider a new stochastic process {Yn≥ 0} that only accepts values of the Markov chain that are between 0 and some integer m. For instance, if = 3 and X1 = 1, X2 = 3, X3 = 5, X4 = 6, X5 = 2, then Y1 = 1, Y2 = 3, Y3 =  2.

(a) Is {Yn≥ 0} a Markov chain? Explain briefly.

(b) Let pdenote the proportion of time that {Xn≥ 1} is in state j. If p0 for all j, what proportion of time is {Yn≥ 0} in each of the states 0, 1, ... m?

(c) Suppose {Xn} is null recurrent and let pi(m), = 0, 1, ... denote the long-run proportions for {Ynn  ≥ 0}. Show that for j  /= ipj(m)  = pi(m) E[time the  process spends in between returns to i].

Text Book: Stochastic Processes: Theory for Applications By Robert G. Gallager.

Advanced Statistics, Statistics

  • Category:- Advanced Statistics
  • Reference No.:- M91582172

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