“Teach A Level Maths” Statistics 1 The Binomial Distribution: Mean and Variance © Christine Crisp The Binomial Distribution – Mean and Variance Statistics 1 AQA MEI/OCR OCR "Certain images and/or photos on this presentation are the copyrighted property of JupiterImages and are being used with permission under license. These images and/or photos may not be copied or downloaded without permission from JupiterImages" 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 X ~ B(3, 0 4) . The probability distribution is P ( X 0) 0 216 Can you find the mean using the formula for any discrete probability distribution? P ( X 1) 0 432 P ( X 2) 0 288 P ( X 3) 0 064 If you’ve forgotten how to calculate the mean, the results written in a table may remind you: x 0 1 2 3 P ( X x ) 0 216 0 432 0 288 0 064 mean, m = xP( X x) 0 0 216 1 0 432 ... 1 2 Can you spot the link to the parameters of the distribution ( n = 3 and p = 0·4 )? The Binomial Distribution – Mean and Variance Suppose X ~ B(3, 0 4) . The probability distribution is P ( X 0) 0 216 Can you find the mean using the formula for any discrete probability distribution? P ( X 1) 0 432 P ( X 2) 0 288 P ( X 3) 0 064 If you’ve forgotten how to calculate the mean, the results written in a table may remind you: x 0 1 2 3 P ( X x ) 0 216 0 432 0 288 0 064 mean, m = xP( X x) 0 0 216 1 0 432 1 2 ANS: 1 2 3 0 4 so, m np ... The Binomial Distribution – Mean and Variance X ~ B(3, 0 4) Now for the variance: x 0 1 2 3 P ( X x ) 0 216 0 432 0 288 0 064 The formula for the variance of any discrete probability distribution is x P( X x) m 2 2 0 2 0 216 1 2 0 432 2 2 2 0 288 3 2 0 064 1 2 0 72 The link with the parameters isn’t so easy to spot this time but it’s easy to remember. It is variance npq The Binomial Distribution – Mean and Variance e.g.1 Find the mean and variance of the random variable X where X ~ B(10, 0 3) Solution: mean, m np m 10 0 3 3 variance npq variance 10 0 3 0 7 2 1 SUMMARY The mean of a Binomial Distribution is given by mean, m np The variance is given by variance npq The Binomial Distribution – Mean and Variance Exercise 1. Find the mean and variance of the random variable X where (a) X ~ B(20, 0 5) (b) X ~ B(15, 0 3) (c) X ~ B(7, 0 02) (d) X ~ B(12, 0 25) Solutions: (a) n 20, p 0 5, q 0 5 mean np 10 variance npq 5 (b) n 15, p 0 3, q 0 7 mean np 4 5 variance npq 3 15 The Binomial Distribution – Mean and Variance Exercise 1. Find the mean and variance of the random variable X where (a) X ~ B(20, 0 5) (b) X ~ B(15, 0 3) (c) X ~ B(7, 0 02) (d) X ~ B(12, 0 25) Solutions: (c) n 7, p 0 02, q 0 98 mean np 0 14 variance npq 0 1372 (d) n 12, p 0 25, q 0 75 mean np 3 variance npq 2 25 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 SUMMARY The mean of a Binomial Distribution is given by mean, m np The variance is given by variance npq e.g.1 Find the mean and variance of the random variable X where X ~ B(10, 0 3) Solution: mean, m np m 10 0 3 3 variance npq variance 10 0 3 0 7 2 1