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“Teach A Level Maths” Statistics 1 The Discrete Uniform Distribution © Christine Crisp The Discrete Uniform Distribution Statistics 1 Edexcel "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 Discrete Uniform Distribution We may have a situation where the probabilities of each event are the same. For example, if we roll a fair die, we assume that the 1 probability of obtaining each number is . 6 If X is the random variable (r.v.) “ the number showing” , the probability distribution table is x 1 2 3 4 5 6 P(X = x) 1 6 1 6 1 6 1 6 1 6 1 6 The probability distribution function (p.d.f.) is 1 P( X x) , 6 x 1, 2, 3, 4, 5, 6 The distribution with equal probabilities is called “uniform” The Discrete Uniform Distribution It is also possible to have a continuous uniform distribution where the r.v. can be any number in a given interval. The continuous uniform distribution is also called the rectangular distribution. You will not be studying it in this module. The Discrete Uniform Distribution A diagram for the distribution 1 P( X x) , 6 x 1, 2, 3, 4, 5, 6 looks like this: p 1 6 1 2 3 4 5 6 x The mean value of X is given by the average of the 1st and last values of x, so, 1 6 35 2 The Discrete Uniform Distribution However, we could also use the formula for the mean of any discrete distribution of a random variable: xP( X x ) 1 For P ( X x ) , 6 x 1, 2, 3, 4, 5, 6 we would get 1 1 1 1 2 . . . 6 6 6 6 1 21 6 35 The Discrete Uniform Distribution e.g. 1 The r.v. X has p.d.f. given by P( X x) k , x 1, 2, 3, 4 where k is constant. (a) Find the value of k. (b) Find the mean of the distribution. Solution: (a) The sum of the probabilities, P ( X x ) 1 1 k Be k careful k k 1here! kThe probabilities 4 the same (b) The mean, ,are is given by for all the values of x. Either 1 4 25 2 Or xP( X x ) 1k 2k 3k 4k 10k 10( 14 ) 25 The Discrete Uniform Distribution The Variance of the Uniform Distribution We can find the variance for any discrete random variable X using Var ( X ) 2 x 2 P ( X x ) 2 e.g. The random variable X has p.d.f. given by 1 P( X x) , x 1, 2, 3, 4, 5, 6 6 1 1 1 2 2 2 2 So, Var ( X ) 1 2 ... 6 6 6 6 We found earlier that 3·5, so 91 Var ( X ) 3 5 2 2 92 ( 3 s. f . ) 6 The Discrete Uniform Distribution The formulae for the mean and variance of the discrete uniform distribution are not in the formulae booklet. However, the mean can either be seen directly from the x-values or by using the general formula for the mean of a discrete distribution. A formula for the variance is given by 2 n 1 2 Var ( X ) 12 where n is the number of values of X. However, if you forget the formula, you can use the general formula for variance as I just did in the example. The Discrete Uniform Distribution SUMMARY If a random variable X has p.d.f. given by P( X x) k where k is constant and the values of x are discrete, then X has a discrete uniform distribution. The value of k is found by using P ( X x ) 1 The mean of the distribution can be found by averaging the 1st and last x-values The variance is given by 2 n 1 2 Var ( X ) 12 where n is the number of values of X. The mean and variance can both be found using the formulae for general discrete distributions. The Discrete Uniform Distribution Exercise 1. The r.v. X has p.d.f. given by P( X x) k , x 4, 5, 6, 7, 8 where k is constant. (a) Find the value of k. (b) Find the mean and variance of the distribution. Solution: (a) P ( X x ) 1 k k k k k 1 1 k 5 (b) 6 or E ( X) xP( X x ) We can get the mean directly from 4k 5k 6k 7k 8k the x values or by using the formula. 1 30k 30 6 5 The Discrete Uniform Distribution 1. The r.v. X has p.d.f. given by P( X x) k , x 4, 5, 6, 7, 8 where k is constant. (a) Find the value of k. (b) Find the mean and variance of the distribution. 1 k , 6 5 Either: n2 1 52 1 Var ( X ) 2 12 12 use Or: If youVar ( Xthis ) formula, x 2 P ( X bex )careful. 2 n is the number2 of values of x, which in this 2 2 4 k 5 k . . . 8 k 36 example is 5, not the final value, 8. 190k 36 1 190 36 2 5 The following slides contain repeats of information on earlier slides, shown without colour, so that they can be printed and photocopied. The Discrete Uniform Distribution SUMMARY If a random variable X has p.d.f. given by P( X x) k where k is constant and the values of x are discrete, then X has a discrete uniform distribution. The value of k is found by using P ( X x ) 1 The mean of the distribution can be found by averaging the 1st and last x-values The variance is given by 2 n 1 2 Var ( X ) 12 where n is the number of values of X. The mean and variance can both be found using the formulae for general discrete distributions. The Discrete Uniform Distribution e.g. 1 The r.v. X has p.d.f. given by P( X x) k , x 1, 2, 3, 4 where k is constant. (a) Find the value of k. (b) Find the mean and variance of the distribution. Solution: (a) The sum of the probabilities, P ( X x ) 1 Be careful here! The probabilities are the same for all the values of x. 1 k k k k 1 k 4 (b) The mean, , is given by Either 1 4 25 2 The Discrete Uniform Distribution Or xP( X x ) 1k 2k 3k 4k 10k 2 5 The variance is given by 2 2 n 1 4 1 Either Var ( X ) 2 1 25 12 12 Or 2 x 2 P( X x) 2 12 k 2 2 k 3 2 k 4 2 k 2 30k 2 1 k 4 and 2·5, so 1 Var ( X ) 30 2 5 2 1 25 4