Survey
* Your assessment is very important for improving the workof artificial intelligence, which forms the content of this project
* Your assessment is very important for improving the workof artificial intelligence, which forms the content of this project
7.2 ap stats 0809 filled.notebook August 31, 2009 7.2 Means and Variances of Random Variables examples: What is the average number of moves from one spin? 0 0 12 2 0 1 1 3 2 1 7.2 ap stats 0809 filled.notebook August 31, 2009 The probability distribution looks like this: Number of spaces to move X: Probability: 0 1 2 3 1/4 1/2 1/8 1/8 The mean (of all possible turns) = expected value E(x) for the number of spaces in a turn is However, the average of a few observed spins would be x. 2 7.2 ap stats 0809 filled.notebook August 31, 2009 Mean or expected value: E(x)=µx = Σ x • P(x) Any time you see the greek capital letter sigma, Σ, it means to add the things that follow. 3 7.2 ap stats 0809 filled.notebook August 31, 2009 A psychologist studied the number of puzzles subjects were able to solve in a 3 minute period while subjected to the sound of a jackhammer outside. Let X be the number of puzzles completed successfully by a subject. X has the following distribution: X P(X) 0 1 2 3 4 .3 .3 __ .1 .1 What is the mean µx of X? 4 7.2 ap stats 0809 filled.notebook August 31, 2009 Variance • describes spread or variability in outcomes of X. • average of the squared deviations of the variable X from its mean µx. • σ^2 = Σ [(x µ)^2 • P(x)] (1/4)(09/8)^2+(1/2)(19/8)^2+(1/8)(29/8)^2+(1/8)(39/8)^2 = 5 7.2 ap stats 0809 filled.notebook August 31, 2009 The psychologist problem again: X P(X) 0 1 2 3 4 .3 .3 __ .1 .1 What is the mean µ of X? What is the variance σ^2 of X? What is the standard deviation σ of X? You can now do through 7.29 in the book. 6 7.2 ap stats 0809 filled.notebook August 31, 2009 x ≈ µ each SRS gives a different x near µ. As n ⇒the population size, x ⇒ µ. This is The Law of Large Numbers ex. mean car odometer readings mean # of TVs per home 7 7.2 ap stats 0809 filled.notebook August 31, 2009 example: Time to finish a test is normally distributed with mean 40 minutes and standard deviation 3 minutes. What is the probability that a randomly selected student will finish the test in less than 38 minutes? P(38<X<42) = The probability is approximately .15 that the time it takes a randomly selected AP Stats student to finish the test will be more than... 8 7.2 ap stats 0809 filled.notebook August 31, 2009 9 7.2 ap stats 0809 filled.notebook August 31, 2009 10 7.2 ap stats 0809 filled.notebook August 31, 2009 Transforming data example: The avg. height for the coasters I rode in the last year is 119.78 feet & the standard deviation is 82.16 feet. Describe the mean and standard deviation in inches. Conversion: feet ⇒ inches (feet)(12) 11 7.2 ap stats 0809 filled.notebook August 31, 2009 Transforming data example: The avg. June high for some city is 78F and the standard deviation is 2F. Describe the mean and standard deviation in Celsius. Conversion: F ⇒ C (F32)(5/9) 12 7.2 ap stats 0809 filled.notebook August 31, 2009 Means Rule 1: For linear transformations, transform the mean. Rule 2: Add, subtract, multiply or divide means as indicated. Variances Rule 1: For linear transformations, multiply by the square of the factor. Rule 2: For independent random variables, "The Pythagorean Theorem of Statistics" add variances. 13 7.2 ap stats 0809 filled.notebook August 31, 2009 example: A psychologist studied the number of puzzles subjects were able to solve in a 3 minute period while subjected to the sound of a jackhammer outside. The mean for X is 1.4 puzzles and the standard deviation is 1.28. What are the mean and standard deviation for the number of puzzles solved in 6 minutes? 14 7.2 ap stats 0809 filled.notebook August 31, 2009 example: The caffeine in a serving of drink is a normally distributed random variable. For a certain cola, the mean is 52 mg and variance 3 mg2. For a certain brand of coffee, the mean is 120 mg and variance 8 mg2. Susan House (Maxwell's wife) drinks one cup of this coffee and on her way to work, a can of this cola. Find the mean & standard deviation for the mg of caffeine she consumes each morning. What's the probability that she has over 175 mg of caffeine? 15 7.2 ap stats 0809 filled.notebook August 31, 2009 enter your probability 2 distribution in the lists: outcomes in L1 and probabilities in L2 1 3 mean 4 5 standard deviation square that to get the variance. 16