In: Statistics and Probability
. Define the stochastic process Xt=2A+3Bt where PA=2=PA=-2=PB=2=PB=-2=0.5. Find PXt≥0 | t
Given
Stochastic process is defined as:
where,
Then the joint probability table is:
Probabilities | A | ||
A = -2 | A = 2 | ||
B | B = -2 | 0.25 | 0.25 |
B =2 | 0.25 | 0.25 |
To determine
Solution
We have,
Four cases arise here for the values of t.
Case 1: 0 <= t < 2/3.
In this case, if A = -2, then,
(A = -2, Maximum value of B is 2 and of t is 2/3)
If A = 2, B = -2, then,
(A = 2, B = -2, t is non-negative and < 2/3)
If A = B = 2, then
(Both terms of are positive)
Hence, for 0 < t < 2/3,
Case 2: -2/3 < t < 0
If A = -2, B = 2, then clearly,
(Both terms of are negative)
If A = 2, B = -2, then clearly,
(Both terms of are positive)
If A = -2, B = -2, then,
(A = -2, Maximum value of B is 2, t < 2/3)
If A = 2, B = 2, then,
(A = 2, B = 2, t > -2/3 and negative)
Since, is positive in 2 of the four events in this case, for -2/3 < t < 0,
Case 3: t > 2/3
If A = -2, B = -2, then clearly,
(Both terms of are negative)
If A = 2, B = 2, then clearly,
(Both terms of are positive)
If A = -2, B = 2, then,
(t >= 2/3)
If A = 2, B = -2, then,
(t >= 2/3)
Since, is non-negative in 2 of the four events in this case, for t >= 2/3,
Case 4: t <= -2/3
If A = -2, B = 2, then clearly,
(Both terms of are negative)
If A = 2, B = -2, then clearly,
(Both terms of are positive)
If A = -2, B = -2, then,
(t <= -2/3)
If A = 2, B = 2, then,
(t <= -2/3)
Since, is non-negative in 2 of the four events in this case, for t <= -2/3,
In each of the four cases above for the values of t, we have,
Hence, we can conclude that
for