Slide 1Slide 2Slide 3Slide 4Slide 5Slide 6Slide 7Slide 8Slide 9Slide 10Slide 11Slide 12Slide 13Slide 14Slide 15Slide 16Slide 17Slide 18Ekstrom Math 115b Mathematics for Business Decisions, part IISample MeanMath 115bEkstrom Math 115b Sample MeanSamples give information about random variablesNote that and Also note that and Sample Mean xXE 2sXV nXVxV XExE Ekstrom Math 115b Sample MeanEx. If X is a finite R.V. that only assumes the values 0 and 1 with and , find and .Soln: Sample Mean 2.00 XP 8.01 XP XE XV 8.08.012.001100 XPXPXEEkstrom Math 115b Sample Mean Sample Mean Soln: The Excel file Sample Means.xls shows sets of 1000 samples taken, verifying that samples closely predict the behavior of the random variable 16.08.08.012.08.0011002222 XPXEXPXEXVEkstrom Math 115b Sample Mean Sample MeanThe shape of the approximate p.m.f. graphs change slightly for different sample sizesThe differences can be removed by plotting the standardizationThe graph of the standardized values appear to be approximately as followsEkstrom Math 115b Sample Mean Sample Mean: Finite R.V.Ekstrom Math 115b Sample Mean Sample Mean: Finite R.V.Ex. Let X be a finite R.V. that only assumes the values 0 and 1 with and . Consider the case when samples of size 4 are taken. Use BINOMDIST to find the values of the p.m.f. for B where B is the finite random variable that counts the number of 1’s. 2.00 XP 8.01 XPEkstrom Math 115b Sample Mean Sample MeanSoln: Note that the possible outcomes are:{(0000), (0001), (0010), (0011), (0100), (0101), (0110), (0111), (1000), (1001), (1010), (1011), (1100), (1101), (1110), (1111)}b0 0.00161 0.02562 0.15363 0.40964 0.4096 bfBEkstrom Math 115b Sample MeanEx. Find the variance and standard deviation of the finite random variable B from the previous example Sample Meanb0 0.0016 -3.2 10.24 0.0163841 0.0256 -2.2 4.84 0.1239042 0.1536 -1.2 1.44 0.2211843 0.4096 -0.2 0.04 0.0163844 0.4096 0.8 0.64 0.262144 bfB Bb 2Bb bfbBB2Ekstrom Math 115b Sample MeanSo, the mean is 3.2, variance is 0.64, and standard deviation is 0.8 Sample Meanb0 0.0016 -3.2 10.24 0.0163841 0.0256 -2.2 4.84 0.1239042 0.1536 -1.2 1.44 0.2211843 0.4096 -0.2 0.04 0.0163844 0.4096 0.8 0.64 0.262144 bfB Bb 2Bb bfbBB2Ekstrom Math 115b Sample MeanEx. Let S be the standardization of the finite random variable B from the previous example. Find the mean and standard deviation of S.Note that where , This means that the b-values must be adjusted Sample MeanBBBS2.3B8.0BEkstrom Math 115b Sample MeanEx. Let S be the standardization of the finite random variable B from the previous example. Find the mean and standard deviation of S. Sample Means-4 0.0016 -4 16 0.0256-2.75 0.0256 -2.75 7.5625 0.1936-1.5 0.1536 -1.5 2.25 0.3456-0.25 0.4096 -0.25 0.0625 0.02561 0.4096 1 1 0.4096 sfS Ss 2Ss sfsSS2Ekstrom Math 115b Sample MeanSo, the mean is 0 and the standard deviation is 1.(This MUST be true for all standardized variables) Sample Means-4 0.0016 -4 16 0.0256-2.75 0.0256 -2.75 7.5625 0.1936-1.5 0.1536 -1.5 2.25 0.3456-0.25 0.4096 -0.25 0.0625 0.02561 0.4096 1 1 0.4096 sfS Ss 2Ss sfsSS2Ekstrom Math 115b Sample MeanEx. Let X be a finite R.V. that only assumes the values 0 and 1 with and . Consider the case when samples of size 4 are taken. Use BINOMDIST to find the values of the p.m.f. for Sample Mean 2.00 XP 8.01 XPxEkstrom Math 115b Sample Mean Sample MeanSoln: We are finding the AVERAGE value in each sampleNote that the possible outcomes are:{(0000), (0001), (0010), (0011), (0100), (0101), (0110), (0111), (1000), (1001), (1010), (1011), (1100), (1101), (1110), (1111)}0.00 0.00160.25 0.02560.50 0.15360.75 0.40961.00 0.4096 xfXxEkstrom Math 115b Sample MeanEx. Standardize the values for from the previous example and find the mean and standard deviation of the standardized values. Sample MeanxxEkstrom Math 115b Sample MeanTo standardize the values, we must first find the mean and standard deviationThe mean is 0.8 and the standard deviation is 0.2 Sample Meanx0.00 0.0016 -0.80 0.64 0.0010240.25 0.0256 -0.55 0.3025 0.0077440.50 0.1536 -0.30 0.09 0.0138240.75 0.4096 -0.05 0.0025 0.0010241.00 0.4096 0.20 0.04 0.016384 xfX Xx 2Xx xfxXX2Ekstrom Math 115b Sample MeanSo, the mean is 0 and the standard deviation is 1.(This MUST be true for all standardized variables) Sample Mean: Continuous R.V.s-4 0.0016 -4 16 0.0256-2.75 0.0256 -2.75 7.5625 0.1936-1.5 0.1536 -1.5 2.25 0.3456-0.25 0.4096 -0.25 0.0625 0.02561 0.4096 1 1 0.4096 sfS Ss 2Ss
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