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Material Type: Assignment; Class: ST-Nonlinear Dynamical Lattices; Subject: Mathematics; University: University of Massachusetts - Amherst; Term: Unknown 1989;
Typology: Assignments
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You are encouraged to work in groups. But please write your solutions yourself. If you have questions about the homework, please ask them in class, the other students will profit from them too.
(a) What are the state space and the transition matrix? (b) After a long time what would be the expected number of papers in the pile? (c) Assume that the piles starts with 0 papers. What is the expected time until the pile will have again 0 papers. (d) Same question as (c) but assume now that the pile starts with 2 papers.
Mij = E[τj |x 0 = i] (1)
denote the expected return time to the state j, starting from i.
(a) Analyzing the first step show that
Mij = 1 +
∑
k
PikMkj (2)
(b) Let πi be the stationary distribution. Multiplying both sides by πi and summing over i show that
πj =
Mjj
(a) Let μn = E[Xn]. Show that μn = ( a− a 1 )nμ 0 and so limn→∞ μn =
πj =
( 2 a a + j
) 2 −^2 a^ (4)
is the stationary distribution for Xj.
P 00 = (1 − p) , P 01 = p Pii− 1 = (1 − p)q Pii = pq + (1 − p)(1 − q) Pii+1 = p(1 − q) .(5)
Determine for which p and q the Markov chain is positive recurrent.
(a) Verify that the transition probabilities are pi, 0 = (1 − p) and pii+1 = p (b) Show that 0 is positive recurrent by computing E[τ 0 |x 0 = 0]. (c) To compute the stationary distribution, first use (b) to determine π 0 and then use the equation πP = π to determine π 1 , π 2 ,.. ..
.^ (6)
Compute