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B. P. Lathi, Zhi Ding - Modern Digital and Analog Communication Systems-Oxford University Press (2009)

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412 FUNDAMENTALS OF PROBABILITY THEORY

Example 8.14 Over a certain binary communication channel, the symbol O is transmitted with probability 0.4

and 1 is transmitted with probability 0.6. It is given that P(E IO) = 10 -6 and P(E ll) = 10 - 4,

where P( E Ix;) is the probability of detecting the error given that Xi is transmitted. Determine

P(E), the error probability of the channel.

If P( E, x;) is the joint probability that Xi is transmitted and it is detected wrongly, then the

total probability theorem yields

P(E) = LP(E lx;)P(x;)

= Px (O)P(EIO) + Px (l)P(E ll)

= 0.4(10 -6 ) + 0.6(10 -4 )

= 0.604(10 -4 )

Note that P(E IO) = 10 -6 means that on the average, one out of 1 million received

Os will be detected erroneously. Similarly, P(E ll) = 10 -4 means that on the average, one

out of 10,000 received ls will be in error. But P(E) = 0.604(10 -4 ) indicates that on the

average, one out of 1/0.604(10 -4 ) 1 6,556 digits (regardless of whether they are ls

or Os) will be received in error.

Cumulative Distribution Function

The cumulative distribution function ( CDF) F x (x) of an RV x is the probability that x takes

a value less than or equal to x; that is,

F x (x) = P(x :S x)

(8.24)

We can show that a CDP F x (x) has the following four properties:

1. F x (x) 2:. 0

2. Fx (oo) = 1

3. Fx(-oo) = 0

4. F x (x) is a nondecreasing function, that is,

Fx (x1) S F x (x2) for x1 S x2

(8.25a)

(8.25b)

(8.25c)

(8.25d)

(8.25e)

The first property is obvious. The second and third properties are proved by observing that

Fx (oo) = P(x :S oo) and Fx (-oo) = P(x :S -oo). To prove the fourth property, we have,

from Eq. (8.24),

F x (x2) = P(x :S x2)

= P[(x :S x1) U (x1 < x :S x2)]

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