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Data Analysis with R, Second Edition - Second Edition

You're reading from  Data Analysis with R, Second Edition - Second Edition

Product type Book
Published in Mar 2018
Publisher Packt
ISBN-13 9781788393720
Pages 570 pages
Edition 2nd Edition
Languages
Toc

Table of Contents (24) Chapters close

Title Page
Copyright and Credits
Packt Upsell
Contributors
Preface
1. RefresheR 2. The Shape of Data 3. Describing Relationships 4. Probability 5. Using Data To Reason About The World 6. Testing Hypotheses 7. Bayesian Methods 8. The Bootstrap 9. Predicting Continuous Variables 10. Predicting Categorical Variables 11. Predicting Changes with Time 12. Sources of Data 13. Dealing with Missing Data 14. Dealing with Messy Data 15. Dealing with Large Data 16. Working with Popular R Packages 17. Reproducibility and Best Practices 1. Other Books You May Enjoy Index

A one-sample test of means


We finally have enough knowledge under our belts to perform a null-hypothesis significance test using the bootstrap. In fact, given what we already learned, it can scarcely be easier!

As a note, I prefer to use the the bootstrap mainly as a method of generating confidence intervals and illustrating uncertainty in population parameter estimates, and not as a tool for NHST. But, at least as a demonstration, we'll see a few examples of it being used for hypothesis testing here.

For ease of comparison, let's repeat the one sample test that we performed in Chapter 6, Testing Hypotheses. Recall, that the precip built-in dataset contained the precipitation (in inches) of a sample of US cities. We wanted to know if the mean of the population US precipitation was significantly discrepant from the precipitation average of the rest of the world – a value that we, quite unjustifiably, and arbitrarily, said to be 38 inches.

The one sample t-test was performed thusly:

> t.test...
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