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 4. Stacks and Queues

This chapter will extend the linked list implementation to stacks and queues. Stacks and queues are special cases of linked lists with less flexibility in performing operations than linked lists. However, these data structures are easy to implement and have higher efficiency where such structures are needed. For example, Figure 1.4, in Chapter 1, Getting Started shows the implementation of an array with integer data type using stacks and queues. An item can be added (PUSH) or deleted (POP) from a stack from one side only, whereas a queue is an implementation of linear data structure, which allows two sides for insertion (enqueue) and deletion (dequeue). The current chapter will cover array-based and linked list-based implementation of stacks and queues in R. This chapter will cover below topics in detail:

  • Stacks

    • Array-based stacks

    • Linked stacks

    • Comparison of array-based and linked stacks

    • Implementing recursion

  • Queues

    • Array-based queues

    • Linked queues

    • Comparison of array...