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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

Malware Science Life Cycle Overview

Malicious software (malware) is a type of software that is designed to harm, exploit, or gain unauthorized access to computer systems, networks, and mobile devices. Malware can take many different forms and can be spread through various means, such as email attachments, infected websites, and infected software downloads:

Figure 1.1 – Types of malware

Figure 1.1 – Types of malware

These include viruses, worms, Trojans, ransomware, spyware, adware, botnets, rootkits, fileless malware, and macro malware. Let’s take a closer look:

  • Viruses: A computer virus is a type of malware that is capable of replicating itself and infecting other programs on a computer. Once a virus has infected a system, it can cause damage by deleting or corrupting files, stealing data, or disrupting system operations. A virus typically requires user action, such as opening an infected email attachment or downloading a malicious file, to spread to other systems.
  • Worms: A computer worm is a type of malware that can spread itself over networks and the internet without requiring user action. Worms can quickly infect large numbers of systems and can cause significant damage by consuming network bandwidth, deleting files, and spreading other types of malware.
  • Trojans: A Trojan is a type of malware that appears to be legitimate software but contains malicious code that can be used to gain unauthorized access to a system or steal sensitive data. Trojans can be spread through email attachments, infected websites, and other means.
  • Ransomware: Ransomware is a type of malware that encrypts a victim’s files and demands payment in exchange for the decryption key. Ransomware can be extremely damaging as it can cause the loss of important data and disrupt business operations. Ransomware can be spread through email attachments, infected websites, and other means.
  • Spyware: Spyware is a type of malware that is designed to gather information about a victim’s computer usage and transmit it to a remote server. Spyware can be used to steal sensitive data, track online activity, and monitor user behavior. Spyware can be spread through email attachments, infected websites, and other means.
  • Adware: Adware is a type of malware that displays unwanted advertisements or popups on a victim’s computer. Adware can be used to generate revenue for the attacker and can be extremely annoying for the victim. Adware can be spread through infected websites and other means.
  • Botnets: A botnet is a network of infected computers that can be used to launch coordinated attacks, such as Distributed Denial-of-Service (DDoS) attacks. Botnets can be extremely difficult to detect and can cause significant damage to targeted systems. Botnets can be spread through infected emails, websites, and other means.
  • Rootkits: A rootkit is a type of malware that is designed to hide its presence on a system and provide a backdoor for attackers to gain unauthorized access to the system. Rootkits can be extremely difficult to detect and can be used to steal sensitive data, modify system configurations, and execute other types of malware.
  • Fileless malware: Fileless malware is a type of malware that is designed to run in memory and avoid detection by traditional antivirus and anti-malware software. Fileless malware can be used to steal sensitive data, modify system configurations, and execute other types of malware.
  • Macro malware: Macro malware is a type of malware that is embedded in macros within Microsoft Office documents. Macro malware can be spread through email attachments and infected documents and can be used to steal sensitive data and execute other types of malware.

Each type of malware has characteristics and effects, and attackers may use a combination of different types of malware in their attacks. As malware attacks become more sophisticated and complex, individuals and organizations need to remain vigilant and adopt best practices for protecting against malware infections.

In this chapter, we will cover the following topics:

  • Combining malware
  • Managing malware
You have been reading a chapter from
Data Science for Malware Analysis
Published in: Dec 2023
Publisher: Packt
ISBN-13: 9781804618646
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