In: Statistics and Probability
2.2.8. Suppose X1 and X2 have the joint pdf
f(x1, x2) = "
e−x1 e−x2
x1 > 0, x2
> 0
0 elsewhere
.
For constants w1 > 0 and w2 > 0, let W = w1X1 + w2X2.
(a) Show that the pdf of W is
fW (w) = "
1
w1−
w2
(e−w/w1 − e−w/w2) w > 0
0 elsewhere
.
(b) Verify that fW (w) > 0 for w > 0.
(c) Note that the pdf fW (w) has an indeterminate form when w1 = w2. Rewrite
fW (w) using h defifined as w1
−w2 = h
. Then use l’Hˆ
opital’s rule to show that
when w1 = w2, the pdf is given by
f
W
(w)=(w/w
2
1
) exp{−w/w1} for w > 0
and zero elsewhere.
Answer:
Given That,
Suppose X1 and X2 have the joint pdf
For constants W1>0 and W2 >0,
let W= W1 X1 + W2 X2
(a).
Show that the pdf of W is
Jacobian matrix given by,
where o<u<w<
So, we get the marginal pdf of w from the joint pdf of w and u.
where 0<w<
(b).
Verify that fW(w)>0 for w>0.
When,
So,fW(w)>0
(c).
Defined h=w1-w2
Hence, using I'Hopital's rule