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Data Science for Malware Analysis

You're reading from   Data Science for Malware Analysis A comprehensive guide to using AI in detection, analysis, and compliance

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Product type Paperback
Published in Dec 2023
Publisher Packt
ISBN-13 9781804618646
Length 230 pages
Edition 1st Edition
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Author (1):
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Shane Molinari Shane Molinari
Author Profile Icon Shane Molinari
Shane Molinari
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Table of Contents (14) Chapters Close

Preface 1. Part 1– Introduction
2. Chapter 1: Malware Science Life Cycle Overview FREE CHAPTER 3. Chapter 2: An Overview of the International History of Cyber Malware Impacts 4. Part 2 – The Current State of Key Malware Science AI Technologies
5. Chapter 3: Topological Data Analysis for Malware Detection and Analysis 6. Chapter 4: Artificial Intelligence for Malware Data Analysis and Detection 7. Chapter 5: Behavior-Based Malware Data Analysis and Detection 8. Part 3 – The Future State of AI’s Use for Malware Science
9. Chapter 6: The Future State of Malware Data Analysis and Detection 10. Chapter 7: The Future State of Key International Compliance Requirements 11. Chapter 8: Epilogue – A Harmonious Overture to the Future of Malware Science and Cybersecurity
12. Other Books You May Enjoy Appendix: Index

The mathematics of space and continuous transformations

Topology is a fascinating and broad field of mathematics, and its concepts can seem abstract if you’re not familiar with them. To illustrate topology, one often-used example is the Rubber-Sheet Geometry analogy.

Let’s imagine three shapes: a coffee mug, a donut (torus), and a soccer ball. In the eyes of a topologist, the coffee mug and the donut are equivalent because they each have one hole. In contrast, the soccer ball is different as it has no hole. The essence of topology is not about exact measurements such as length, angle, or area, but about the properties that remain unchanged under stretching, bending, or twisting – what topologists refer to as “continuous transformations.”

If you consider that the coffee mug is made of a flexible material such as rubber, you could imagine deforming it into a donut shape without tearing or gluing it. The handle of the mug represents the hole in...

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