Book Image

Learning R Programming

By : Kun Ren
Book Image

Learning R Programming

By: Kun Ren

Overview of this book

R is a high-level functional language and one of the must-know tools for data science and statistics. Powerful but complex, R can be challenging for beginners and those unfamiliar with its unique behaviors. Learning R Programming is the solution - an easy and practical way to learn R and develop a broad and consistent understanding of the language. Through hands-on examples you'll discover powerful R tools, and R best practices that will give you a deeper understanding of working with data. You'll get to grips with R's data structures and data processing techniques, as well as the most popular R packages to boost your productivity from the offset. Start with the basics of R, then dive deep into the programming techniques and paradigms to make your R code excel. Advance quickly to a deeper understanding of R's behavior as you learn common tasks including data analysis, databases, web scraping, high performance computing, and writing documents. By the end of the book, you'll be a confident R programmer adept at solving problems with the right techniques.
Table of Contents (21 chapters)
Learning R Programming
Credits
About the Author
About the Reviewer
www.PacktPub.com
Preface

Chapter 9.  Metaprogramming

In the previous chapter, you learned about the structure and features of an environment and also learned how to create and access an environment. Environment plays an important role in lazy evaluation, copy-on-modify, and lexical scoping, which are enabled by the environments associated with a function when it is created and called.

Now that we have a solid understanding of how functions work, we will go further in this chapter by learning to work with functions in more advanced forms. You will learn the metaprogramming facilities that make R flexible in interactive analysis. More specifically, we will cover the following topics in this chapter:

  • Functional programming: closures and higher-order functions

  • Computing on language with language objects

  • Understanding non-standard evaluation