math 451/551 chapter 6. joint distribution

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Department of Mathematics College of William & Mary MATH 451/551 Chapter 6. Joint Distribution 6.1 Bivariate Distribution GuanNan Wang [email protected]

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Department of MathematicsCollege of William & Mary

MATH 451/551

Chapter 6. Joint Distribution

6.1 Bivariate Distribution

GuanNan [email protected]

1

Marginal Distributions

Marginal DistributionI For the discrete random variables X and Y with joint pmf

f (x , y), the marginal pmf’s for X and Y are

fX (x) =X

y

f (x , y) and fY (y) =X

x

f (x , y)

which are defined over the appropriate supports.I For the continuous random variables X and Y with joint pdf

f (x , y), the marginal pdf’s for X and Y are

fX (x) =Z 1

�1f (x , y)dy and fY (y) =

Z 1

�1f (x , y)dx

which are defined over the appropriate supports.

GuanNan Wang | MATH451/551

2

Example 1

Example 1Let the discrete random variables X and Y have joint probabilitymass function

f (x , y) =

8>>>>>><

>>>>>>:

0.2 x = 1, y = 10.1 x = 1, y = 20.3 x = 1, y = 30.1 x = 2, y = 10.1 x = 2, y = 20.2 x = 2, y = 3

Find the marginal proobability mass functions fX (x) and fY (y).

GuanNan Wang | MATH451/551

3

Example 2

Example 2For the continuous random variables X and Y with joint probabilitydensity function

f (x , y) =150

, x > 0, y > 0, x + y < 10,

find the probability density function of the marginal distribution of Y .

GuanNan Wang | MATH451/551

4

Example 3

Example 3Let the continuous random variables X1 and X2 have joint probabilitydensity function

f (x1, x2) = x1x2, 0 < x1 < 1, 0 < x2 < 2.Find P(0.2 < X1 < 0.7) by the following three techniques:

1. computing the value of the double integral over the appropriatelimits

2. finding the marginal probability ensity function of X1 andintegrating, and

3. finding the marginal cumulative distribution function of X1 andusing the appropriate arguents.

GuanNan Wang | MATH451/551

5

Thank You

THANK YOU!

GuanNan Wang | MATH451/551