Problem on the markov chain


Solve the following problem:

1. Consider the Markov chain defined by X(t+1) = QX(t)+ Et,where

Et∼N(0,1). Simulating X(0) ∼ N(0,1), plot the histogram of a sample of X(t) for t≤ 104 and Q = .9. Check the potential fit of the stationary distribution N(0,1/(1 - Q2)).

2. Show that the random walk has no stationary distribution. Give the distribution of X(t) for t = 104 and t = 106 when X(0) = 0, and deduce that X(t) has no limiting distribution.

 

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Engineering Mathematics: Problem on the markov chain
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