The Binomial Distribution: Mean and Variance © Christine Crisp “Teach A Level Maths” Statistics...

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The Binomial The Binomial Distribution: Mean Distribution: Mean and Variance and Variance © Christine Crisp Teach A Level Teach A Level Maths” Maths” Statistics 1 Statistics 1

Transcript of The Binomial Distribution: Mean and Variance © Christine Crisp “Teach A Level Maths” Statistics...

The Binomial The Binomial Distribution: Mean Distribution: Mean

and Varianceand Variance

© Christine Crisp

““Teach A Level Teach A Level Maths”Maths”

Statistics 1Statistics 1

The Binomial Distribution – Mean and Variance

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The Binomial Distribution – Mean and Variance

There are very simple formulae that we can use to find the mean and variance of a Binomial Distribution.I’ll illustrate the formulae with an example.

The Binomial Distribution – Mean and Variance

Suppose .)40,3(~ BX The probability distribution is )0(XP

)1(XP )2(XP )3(XP

2160432028800640

3210x

2160 4320 2880 0640)( xXP

Can you find the mean using the formula for any discrete probability distribution?

mean, =

)( xXxP 21600 ...43201 21

If you’ve forgotten how to calculate the mean, the results written in a table may remind you:

Can you spot the link to the parameters of the distribution ( n = 3 and p = 0·4 )?

The Binomial Distribution – Mean and Variance

mean, =

)0(XP )1(XP )2(XP )3(XP

2160432028800640

3210x

2160 4320 2880 0640)( xXP

Can you find the mean using the formula for any discrete probability distribution?

)( xXxP 21600 ...43201 21

If you’ve forgotten how to calculate the mean, the results written in a table may remind you:

ANS: so,40321 np

Suppose .)40,3(~ BX The probability distribution is

The Binomial Distribution – Mean and Variance

3210x

2160 4320 2880 0640)( xXP

22 )( xXPx

216002 432012

The formula for the variance of any discrete probability distribution is

variance npq

Now for the variance:

288022 064032 221720

The link with the parameters isn’t so easy to spot this time but it’s easy to remember. It is

)40,3(~ BX

9410x2

The Binomial Distribution – Mean and Variance

Solution:

variance npq

33010

e.g.1 Find the mean and variance of the random variable X where

)30,10(~ BX

npmean,

SUMMARY

The mean of a Binomial Distribution is given by

npmean,

The variance is given byvariance npq

12703010 variance

The Binomial Distribution – Mean and Variance

Exercise

Solutions:

1. Find the mean and variance of the random variable X where

)50,20(~ BX(a)

)020,7(~ BX

(b)

(c)

(d)

)30,15(~ BX

)250,12(~ BX

(a)

50,50,20 qpn mean 10npvariance 5npq

(b)

70,30,15 qpn mean 54npvariance 153npq

The Binomial Distribution – Mean and Variance

Exercise

Solutions:

1. Find the mean and variance of the random variable X where

)50,20(~ BX(a)

)020,7(~ BX

(b)

(c)

(d)

)30,15(~ BX

)250,12(~ BX

(c)

980,020,7 qpn mean 140npvariance 13720npq

(d)

750,250,12 qpn mean 3npvariance 252npq

The following slide contains repeats of information on earlier slides, shown without colour, so that it can be printed and photocopied.

The Binomial Distribution – Mean and Variance

variance npq

SUMMARY

npmean,

The variance is given by

variance npq

The mean of a Binomial Distribution is given by

Solution: 33010

e.g.1 Find the mean and variance of the random variable X where

)30,10(~ BX

12703010 variance

npmean,