Probability And Random Variable Lecture(5)

22
1 Random Variable (r.v): A random variable is a function whose domain is the set S of all experimental outcomes. A finite single valued function that maps the set of all experimental outcomes into the set of real numbers R is said to be a r.v, if the set is an event for every x in R. ) ( X S ) ( | x X PILLAI

Transcript of Probability And Random Variable Lecture(5)

1

Random Variable (r.v): A random variable is a function whose domain is the set S of all experimental outcomes.

A finite single valued function that maps the set of all experimental outcomes into the set of real numbers R is said to be a r.v, if the set is an event for every x in R.

) ( XS

)(| xX

PILLAI

2

3

Conditions for a function to be Random Variable

• Every point in S must correspond to only one value of the random variable.

4

Probability Distribution function

5

xXPxxF )(

This is known as probability distribution function of a random variable.

6

7

8

Probability density function

9

Derivative of the distribution function is known as probability density function (pdf).

.

)()(

dx

xdFxf X

X

10

11

12

Additional Properties of a PDF

If for some then

This follows, since implies is the null set, and for any will be a subset of the null set.

We have

0)( 0 xFX ,0x . ,0)( 0xxxFX (3-15)

0)()( 00 xXPxFX 0)( xX

)( ,0 xXxx

).(1 )( xFxXP X (3-16)

, )( )( xXxX

PILLAI

Example

13

14

15

16

Solution

17

18

19

20

21

22