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(a) Generate a random binary sequence with P
(
0
) =
0
.
8, and compare your simulation
results with the analytical results.
(b) Generate a binary first-order Markov sequence with P
(
|
) =
.
(
|
) =
0
0
0
9, and P
1
1
.
9. Encode it using your program. Discuss and comment on your results.
4. Show that
0
H
(
X d |
Y d ) =−
f X | Y (
x i |
y j )
f Y (
y j )
log f X | Y (
x i |
y j )
log
(99)
j
=−∞
i
=−∞
5. For two random variables X and Y , show that
H
(
X
|
Y
)
H
(
X
)
with equality if X is independent of Y .
Hint: E
(Jensen's inequality).
6. Given two random variables X and Y , show that I
[
log
(
f
(
x
)) ]
log
{
E
[
f
(
x
) ]}
(
X
;
Y
) =
I
(
Y
;
X
)
.
7. For a binary source with P
(
0
) =
p
,
P
(
X
=
0
|
Y
=
1
) =
P
(
X
=
1
|
Y
=
0
) =
D , and
distortion measure
d
(
x i ,
y j ) =
x i
y j
show that
I
(
X
;
Y
) =
H b (
p
)
H b (
D
)
(100)
2
8. Find the autocorrelation function in terms of the model coefficients and
σ
for
(a) an AR(1) process,
(b) an MA(1) process, and
(c) an AR(2) process.
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