Book Image

R Data Structures and Algorithms

By : PKS Prakash, Achyutuni Sri Krishna Rao
Book Image

R Data Structures and Algorithms

By: PKS Prakash, Achyutuni Sri Krishna Rao

Overview of this book

In this book, we cover not only classical data structures, but also functional data structures. We begin by answering the fundamental question: why data structures? We then move on to cover the relationship between data structures and algorithms, followed by an analysis and evaluation of algorithms. We introduce the fundamentals of data structures, such as lists, stacks, queues, and dictionaries, using real-world examples. We also cover topics such as indexing, sorting, and searching in depth. Later on, you will be exposed to advanced topics such as graph data structures, dynamic programming, and randomized algorithms. You will come to appreciate the intricacies of high performance and scalable programming using R. We also cover special R data structures such as vectors, data frames, and atomic vectors. With this easy-to-read book, you will be able to understand the power of linked lists, double linked lists, and circular linked lists. We will also explore the application of binary search and will go in depth into sorting algorithms such as bubble sort, selection sort, insertion sort, and merge sort.
Table of Contents (17 chapters)
R Data Structures and Algorithms
Credits
About the Authors
Acknowledgments
About the Reviewer
www.PacktPub.com
Preface

Chapter 3.  Linked Lists

This chapter will cover element and homogeneous data type vectors in more detail. The chapter will move from contiguous memory allocation to a non-contiguous memory allocation data type such as a linked list. The linked list data structure collects data and orders them relative to the other elements that come before and after it. The linear data structure can be thought of as having two ends, and the way an item is added or removed from the linear structure distinguishes one structure from another. The chapter will cover multiple variants of linked lists, such as linear linked lists, doubly linked lists, and circular linked lists. The chapter will introduce below mentioned topics in detail:

  • Built-in data types in R, such as vector, and element data types

  • Writing object-based programs using R S3, S4, and references classes

  • Array-based list implementation

  • Linked lists

  • Comparison of list implementations

  • Element implementations

  • Doubly linked lists

  • Circular linked lists

  • Vector...