12.07.2015 Views

Course Notes - Department of Mathematics and Statistics

Course Notes - Department of Mathematics and Statistics

Course Notes - Department of Mathematics and Statistics

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5 Probability DistributionsFred’s Rugby TeamFred is a avid rugby player, <strong>and</strong> has started coaching using some innovativetechniques to improve pace. Out <strong>of</strong> Fred’s team <strong>of</strong> 15, 5 havedeveloped leg injuries. Fred wondered if maybe his coaching had somethingto do with this, so he went onto Google, <strong>and</strong> found a studythat suggested that 15% <strong>of</strong> rugby players develop leg injuries. Is thereenough evidence to suggest Fred’s coaching techniques are causing moreinjuries than normal?Fred also wanted to know if his new training techinique were working.He had read that 40 metre sprint times for players are normallydistributed with a mean <strong>of</strong> 7 seconds <strong>and</strong> a st<strong>and</strong>ard deviation <strong>of</strong> 0.6seconds. What times would his players need to record to be in thetop 10% <strong>of</strong> players? What is the probability a player could run the 40metres in 6.1 seconds?5.1 Binomial Distribution• Arises when investigating proportions e.g.population with diabetes.proportion <strong>of</strong> adult• Each individual has or does not have diabetes (binary outcome).• Let Y be the r<strong>and</strong>om variable for an individual outcome <strong>of</strong> aperson in the population.• There are two outcomes: Y = 1 <strong>and</strong> Y = 0 - generally speakingthis refers to Success <strong>and</strong> Failure respectively.• The parameter π represents the unknown proportion <strong>of</strong> 1’s occuring.Probability DistributionThe probability distribution <strong>of</strong> Y is:Y = y i Pr(Y=y i )1 (Success) π0 (Failure) 1 − π60

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