Functional Programming in R 4
eBook - ePub

Functional Programming in R 4

Advanced Statistical Programming for Data Science, Analysis, and Finance

  1. English
  2. ePUB (mobile friendly)
  3. Available on iOS & Android
eBook - ePub

Functional Programming in R 4

Advanced Statistical Programming for Data Science, Analysis, and Finance

About this book

Master functions and discover how to write functional programs in R. In this book, updated for R 4, you'll learn to make your functions pure by avoiding side effects, write functions that manipulate other functions, and construct complex functions using simpler functions as building blocks.

In Functional Programming in R 4, you'll see how to replace loops, which can have side-effects, with recursive functions that can more easily avoid them. In addition, the book covers why you shouldn't use recursion when loops are more efficient and how you can get the best of both worlds.

Functional programming is a style of programming, like object-oriented programming, but one that focuses on data transformations and calculations rather than objects and state. Where in object-oriented programming you model your programs by describing which states an object can be in and how methods will reveal or modify that state, in functional programming you model programs by describing how functions translate input data to output data. Functions themselves are considered to be data you can manipulate and much of the strength of functional programming comes from manipulating functions; that is, building more complex functions by combining simpler functions.

What You'll Learn
  • Write functions in R 4, including infix operators and replacement functions 
  • Create higher order functions
  • Pass functions to other functions and start using functions as data you can manipulate
  • Use Filer, Map and Reduce functions to express the intent behind code clearly and safely
  • Build new functions from existing functions without necessarily writing any new functions, using point-free programming
  • Create functions that carry data along with them
Who This Book Is For

Those with at least some experience with programming in R.

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Yes, you can access Functional Programming in R 4 by Thomas Mailund in PDF and/or ePUB format, as well as other popular books in Computer Science & Compilers. We have over one million books available in our catalogue for you to explore.

Information

Publisher
Apress
Year
2023
Print ISBN
9781484294864
eBook ISBN
9781484294871

Table of contents

  1. Cover
  2. Front Matter
  3. 1. Introduction
  4. 2. Functions in R
  5. 3. Pure Functional Programming
  6. 4. Scope and Closures
  7. 5. Higher-Order Functions
  8. 6. Filter, Map, and Reduce
  9. 7. Point-Free Programming
  10. 8. Conclusions
  11. Back Matter