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Efficient Algorithm Design

You're reading from   Efficient Algorithm Design Unlock the power of algorithms to optimize computer programming

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Product type Paperback
Published in Oct 2024
Publisher Packt
ISBN-13 9781835886823
Length 360 pages
Edition 1st Edition
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Author (1):
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Masoud Makrehchi Masoud Makrehchi
Author Profile Icon Masoud Makrehchi
Masoud Makrehchi
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Table of Contents (21) Chapters Close

Preface 1. Part 1: Foundations of Algorithm Analysis
2. Chapter 1: Introduction to Algorithm Analysis FREE CHAPTER 3. Chapter 2: Mathematical Induction and Loop Invariant for Algorithm Correctness 4. Chapter 3: Rate of Growth for Complexity Analysis 5. Chapter 4: Recursion and Recurrence Functions 6. Chapter 5: Solving Recurrence Functions 7. Part 2: Deep Dive in Algorithms
8. Chapter 6: Sorting Algorithms 9. Chapter 7: Search Algorithms 10. Chapter 8: Symbiotic Relationship between Sort and Search 11. Chapter 9: Randomized Algorithms 12. Chapter 10: Dynamic Programming 13. Part 3: Fundamental Data Structures
14. Chapter 11: Landscape of Data Structures 15. Chapter 12: Linear Data Structures 16. Chapter 13: Non-Linear Data Structures 17. Part 4: Next Steps
18. Chapter 14: Tomorrow’s Algorithms 19. Index 20. Other Books You May Enjoy

Taxonomy of data structures

Understanding and designing algorithms without considering the data they operate on is an incomplete endeavor. In Chapter 1, we explored the unique relationship between computing hardware and algorithms. Similarly, there is a significant connection between algorithms and data. An efficient algorithm relies heavily on the use of an appropriate and efficient data structure. For this reason, in this chapter and the next two, we will focus on data structures from the perspective of algorithm design. While data structures are a broad and complex field that warrants detailed study, our focus here and in the next two chapters will be on their critical role in algorithm efficiency.

First, it is crucial to grasp the key aspects used to evaluate and assess the efficiency and characteristics of data structures. Understanding these aspects is important, as the choice of an appropriate data structure directly impacts the performance and effectiveness of an algorithm...

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