With the rapid advancement of information discovery techniques, machine learning and data mining continue to play a significant role in cybersecurity. Although several conferences, workshops, and journals focus on the fragmented research topics in this area, there has been no single interdisciplinary resource on past and current works and possible paths for future research in this area. This book fills this need.
From basic concepts in machine learning and data mining to advanced problems in the machine learning domain, Data Mining and Machine Learning in Cybersecurity provides a unified reference for specific machine learning solutions to cybersecurity problems. It supplies a foundation in cybersecurity fundamentals and surveys contemporary challenges—detailing cutting-edge machine learning and data mining techniques.
Unveils cutting-edge techniques for detecting new attacks
Contains in-depth discussions of machine learning solutions to detection problems
Categorizes methods for detecting, scanning, and profiling intrusions and anomalies
Surveys contemporary cybersecurity problems and unveils state-of-the-art machine learning and data mining solutions
Details privacy-preserving data mining methods
This interdisciplinary resource includes technique review tables that allow for speedy access to common cybersecurity problems and associated data mining methods. Numerous illustrative figures help readers visualize the workflow of complex techniques and more than forty case studies provide a clear understanding of the design and application of data mining and machine learning techniques in cybersecurity.
The Metasploit Framework is a powerful suite of tools that security researchers use to investigate and resolve potential network and system vulnerabilities. Metasploit: The Penetration Tester‘s Guide shows readers how to assess networks by using Metasploit to launch simulated attacks that expose weaknesses in their security. The book begins with the basics of information security and Metasploit, then proceeds to general and advanced techniques for penetration testing, including network reconnaissance and enumeration, server- and client-side attacks, devastating wireless attacks, and even targeted social engineering attacks. Whether readers are looking to secure their own networks or discover holes in others’, Metasploit is the definitive guide to penetration testing with this dynamic and flexible framework.
Do you need to keep up with the latest hacks, attacks, and exploits effecting USB technology? Then you need Seven Deadliest USB Attacks. This book pinpoints the most dangerous hacks and exploits specific to USB, laying out the anatomy of these attacks including how to make your system more secure. You will discover the best ways to defend against these vicious hacks with step-by-step instruction and learn techniques to make your computer and network impenetrable.
The approach is an analogy with the rise of Air Power and its Theories, as well as Air Forces, from the invention of the balloon, by priest Bartolomeu de Gusmão, to the present day, under the focus of Intelligence for military use. Examines aspects of the emergence of Air Power Theories and as in its early days the air vector was seen only as a tool for Intelligence, without any military value as stated by Marshal Foch in 1910, notably with use only for the (Aerial) Reconnaissance, replacing the cavalry and later seen as a replacement to the high spots on the ground, as the Military Doctrine of the time. In this analogy, we have uncovered a probable metric for chronology of emergent Cyber Power in function of the use of the Fifth Dimension: Cyberspace; until then only seen as a source of Intelligence, without any military value. The author leads the audience to question at what timeline point, in the use of Cyberspace, we would be: at the time of the Duque de Caxias balloons (or American Civil War) or UAV? The speaker brings to reflect the questioning of how far away we are from what could be Cyber Power Theories and Cyber Forces (the next Force among Armed Forces) and how Intelligence has and will have a key role in this evolution.
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