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 