Problem # 5. Let X (n) denote a Markov chain with states 0 and 1. The transition probability matrix is given by P ( } 1/2 1/2 1/4 3/4 which means, for example, that if the system is in state 1 it will transition to state 0 with probability 1/4. a) Score some easy points by finding the steady-state probability of state 0. b) If the process starts in state 0 at n = 0, (X(0) will be in state 1 after 2 time units, i.e., at n = 2? 0), what is the probability that it c) Suppose instead that the probability of starting at state 0 is 1/5, (P[X(0) = 0] = 1/5). At time n = 2, you observe that the system is in state 1, (X(2) = 1). Given this observation, what is now the probability that the system actually started at X(0) = 0?

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Problem # 5.
Let X (n) denote a Markov chain with states 0 and 1. The transition
probability matrix is given by
P
( }
1/2 1/2
1/4 3/4
which means, for example, that if the system is in state 1 it will transition to state 0 with
probability 1/4.
a) Score some easy points by finding the steady-state probability of state 0.
b) If the process starts in state 0 at n = 0, (X(0)
will be in state 1 after 2 time units, i.e., at n = 2?
0), what is the probability that it
c) Suppose instead that the probability of starting at state 0 is 1/5, (P[X(0) = 0] = 1/5).
At time n = 2, you observe that the system is in state 1, (X(2) = 1). Given this
observation, what is now the probability that the system actually started at X(0) = 0?
Transcribed Image Text:Problem # 5. Let X (n) denote a Markov chain with states 0 and 1. The transition probability matrix is given by P ( } 1/2 1/2 1/4 3/4 which means, for example, that if the system is in state 1 it will transition to state 0 with probability 1/4. a) Score some easy points by finding the steady-state probability of state 0. b) If the process starts in state 0 at n = 0, (X(0) will be in state 1 after 2 time units, i.e., at n = 2? 0), what is the probability that it c) Suppose instead that the probability of starting at state 0 is 1/5, (P[X(0) = 0] = 1/5). At time n = 2, you observe that the system is in state 1, (X(2) = 1). Given this observation, what is now the probability that the system actually started at X(0) = 0?
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