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Learning R Programming

You're reading from   Learning R Programming Language, tools, and practical techniques

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Product type Paperback
Published in Oct 2016
Publisher Packt
ISBN-13 9781785889776
Length 582 pages
Edition 1st Edition
Languages
Tools
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Author (1):
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Kun Ren Kun Ren
Author Profile Icon Kun Ren
Kun Ren
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Toc

Table of Contents (16) Chapters Close

Preface 1. Quick Start FREE CHAPTER 2. Basic Objects 3. Managing Your Workspace 4. Basic Expressions 5. Working with Basic Objects 6. Working with Strings 7. Working with Data 8. Inside R 9. Metaprogramming 10. Object-Oriented Programming 11. Working with Databases 12. Data Manipulation 13. High-Performance Computing 14. Web Scraping 15. Boosting Productivity

Understanding code performance issues

From the very beginning, R is designed for statistical computing and data visualization and is widely used by academia and industry. For most data analysis purposes, correctness is more important than performance. In other words, getting a correct result in 1 minute should be better than getting an incorrect one in 20 seconds. A result that is three times faster is not automatically three times more valid than a slow but correct result. Therefore, performance should not be a concern before you are sure about the correctness of your code.

Let's assume that you are 100 percent sure that your code is correct but it runs a bit slowly. Now, is it necessary for you to optimize the code so that it can run faster. Well, it depends. Before making a decision, it is helpful to divide the time of problem solving into three parts: time of development, execution, and future maintenance.

Suppose we have been working on a problem for an hour. Since we didn&apos...

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