The Fundamentals of Algorithmic Processes 9781774696798, 9781774694350
162 36 6MB
English Pages 271 Year 2023
Table of contents :
Cover
Title Page
Copyright
ABOUT THE AUTHOR
TABLE OF CONTENTS
List of Figures
List of Tables
List of Abbreviations
Preface
Chapter 1 Fundamentals of Algorithms
1.1. Introduction
1.2. Various Types of Issues Solved by Algorithms
1.3. Data Structures
1.4. Algorithms Like a Technology
1.5. Algorithms and Other Technologies
1.6. Getting Started with Algorithm
1.7. Analyzing Algorithms
References
Chapter 2 Classification of Algorithms
2.1. Introduction
2.2. Deterministic and Randomized Algorithms
2.3. Online Vs. Offline Algorithms
2.4. Exact, Approximate, Heuristic, and Operational Algorithms
2.5. Classification According to the Main Concept
References
Chapter 3 Fundamentals of Search Algorithms
3.1. Introduction
3.2. Unordered Linear Search
3.3. Ordered Linear Search
3.4. Chunk Search
3.5. Binary Search
3.6. Searching In Graphs
3.7. Graph Grep
3.8. Searching in Trees
3.9. Searching in Temporal Probabilistic Object Data Model
References
Chapter 4 Algorithmic Search via Quantum Walk
4.1. Introduction
4.2. Quantum Walk
4.3. Search Algorithm Via Quantum Walk
4.4. The Physical Implementation of Quantum Walk Based Search
4.5. Quantum Walk-Based Search in Nature
4.6. Biomimetic Application in Solar Energy
References
Chapter 5 An Introduction to Heuristic Algorithms
5.1. Introduction
5.2. Algorithms and Complexity
5.3. Heuristic Techniques
5.4. Evolutionary Algorithms (EAS)
5.5. Support Vector Machines (SVMS)
5.6. Current Trends
References
Chapter 6 Machine Learning Algorithms
6.1. Introduction
6.2. Supervised Learning Approach
6.3. Unsupervised Learning
6.4. Algorithm Types
References
Chapter 7 Approximation Algorithms
7.1. Introduction
7.2. Approximation Strategies
7.3. The Greedy Method
7.4. Sequential Algorithms
7.5. Randomization
References
Chapter 8 Governance of Algorithms
8.1. Introduction
8.2. Analytical Framework
8.3. Governance Options By Risks
8.4. Limitations of Algorithmic Governance Options
References
Index
Back Cover
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