Suppose you took a sample of n=20 observations, and your sample was: {56, 58, 50, 51, 65, 74, 71, 77, 76, 88, 95, 93, 100, 93, 91, 94, 93, 92, 94, 96} We would like to construct a 95% Confidence Interval for the mean, using this data. Unfortunately, we do not know the population standard devi- ation (we only have sample data), so we can’t use the Normal. We also can’t use the Normal since our sample size is small. And since the parent population doesn’t seem to be Normal, we can’t use the “t.” What do we do?  Calculate 20k re-samples of size n=20 from the sample above. For each resample, calculate and store the mean. Use the empirical dis- tribution of these 20k means to construct a i. 90% Confidence Interval ii. 95% Confidence Interval iii. 99% Confidence Interval

MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
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Chapter1: Starting With Matlab
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Suppose you took a sample of n=20 observations, and your sample was:

{56, 58, 50, 51, 65, 74, 71, 77, 76, 88, 95, 93, 100, 93, 91, 94, 93, 92, 94, 96}

We would like to construct a 95% Confidence Interval for the mean, using this data. Unfortunately, we do not know the population standard devi- ation (we only have sample data), so we can’t use the Normal. We also can’t use the Normal since our sample size is small. And since the parent population doesn’t seem to be Normal, we can’t use the “t.” What do we do? 

  1. Calculate 20k re-samples of size n=20 from the sample above. For each resample, calculate and store the mean. Use the empirical dis- tribution of these 20k means to construct a

    i. 90% Confidence Interval ii. 95% Confidence Interval iii. 99% Confidence Interval

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