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R Programming By Example

You're reading from   R Programming By Example Practical, hands-on projects to help you get started with R

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Product type Paperback
Published in Dec 2017
Publisher Packt
ISBN-13 9781788292542
Length 470 pages
Edition 1st Edition
Languages
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Authors (2):
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Omar Trejo Navarro Omar Trejo Navarro
Author Profile Icon Omar Trejo Navarro
Omar Trejo Navarro
Omar Trejo Navarro Omar Trejo Navarro
Author Profile Icon Omar Trejo Navarro
Omar Trejo Navarro
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Toc

Table of Contents (12) Chapters Close

Preface 1. Introduction to R 2. Understanding Votes with Descriptive Statistics FREE CHAPTER 3. Predicting Votes with Linear Models 4. Simulating Sales Data and Working with Databases 5. Communicating Sales with Visualizations 6. Understanding Reviews with Text Analysis 7. Developing Automatic Presentations 8. Object-Oriented System to Track Cryptocurrencies 9. Implementing an Efficient Simple Moving Average 10. Adding Interactivity with Dashboards 11. Required Packages

Programatically finding the best model

Now that we have seen how to produce scores that represent how good or bad a model's predictive power is, you may go ahead and start specifying lots of models manually by changing the combinations of variables sent to the lm() function, compute each model's scores, and then choose the ones with the highest predictive power. This can potentially take a large amount of time, and you may want to delegate it to someone else since it's tedious work. However, fear not. There's a better way! Computers are good at repetitive and tedious tasks, and now we'll see how to tell the computer to find the best model for us with a little bit of programming.

The following sections will increase the programming level, but don't worry we'll explain the code in detail to make sure that everything is understood. If at any point...

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