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Efficient Algorithm Design

Efficient Algorithm Design

By : Masoud Makrehchi
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Efficient Algorithm Design

Efficient Algorithm Design

By: Masoud Makrehchi

Overview of this book

Efficient Algorithm Design redefines algorithms, tracing the evolution of computer science as a discipline bridging natural science and mathematics. Author Masoud Makrehchi, PhD, with his extensive experience in delivering publications and presentations, explores the duality of computers as mortal hardware and immortal algorithms. The book guides you through essential aspects of algorithm design and analysis, including proving correctness and the importance of repetition and loops. This groundwork sets the stage for exploring algorithm complexity, with practical exercises in design and analysis using sorting and search as examples. Each chapter delves into critical topics such as recursion and dynamic programming, reinforced with practical examples and exercises that link theory with real-world applications. What sets this book apart is its focus on the practical application of algorithm design and analysis, equipping you to solve real programming challenges effectively. By the end of this book, you’ll have a deep understanding of algorithmic foundations and gain proficiency in designing efficient algorithms, empowering you to develop more robust and optimized software solutions.
Table of Contents (21 chapters)
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1
Part 1: Foundations of Algorithm Analysis
7
Part 2: Deep Dive in Algorithms
13
Part 3: Fundamental Data Structures
17
Part 4: Next Steps

Index

As this ebook edition doesn't have fixed pagination, the page numbers below are hyperlinked for reference only, based on the printed edition of this book.

A

Abstract Data Type (ADT) 235

deque 236

dictionary 236

graph 236

list 235

queue 235

set 236

stack 235

tree 236

acyclic graph 273

adaptability 102

adaptive and dynamic algorithms 317

adaptive sorting algorithm 103

adjacency list 275, 276

adjacency matrix 274, 275

AI search algorithms 134

Akra-Bazzi method 73, 85, 89

using 90, 91

algorithm analysis 6, 7

dual dimensions 8-1

problem-solving methods 7, 8

algorithmic search 134

binary search 134

hashing 134

linear search 134

tree traversal 134

algorithms 4, 311

context awareness 316

for large-scale data 315

key properties 5

moral responsibility 317-319

problem-solving 4-6

scalability 311-314

approximation algorithms 314

array 244, 247

...
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83
Tech Concepts
36
Programming languages
73
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Efficient Algorithm Design
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