Leon Reznik - Intelligent Security Systems: How Artificial Intelligence, Machine Learning and Data Science Work For and Against Computer Security

1. Chapter 1
2. Chapter 2
3. Chapter 3
4. Chapter 4
5. Chapter 5
6. Chapter 6

1. Introduction
2. Chapter 1
3. Chapter 2
4. Chapter 3
5. Chapter 4
6. Chapter 5
7. Chapter 6

IEEE Press
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IEEE Press Editorial Board
Ekram Hossain, Editor in Chief

Leon Reznik

Rochester Institute of Technology, Rochester, New York, USA

Copyright 2022 by The Institute of Electrical and Electronics Engineers, Inc.
All rights reserved.

Published by John Wiley & Sons, Inc., Hoboken, New Jersey.
Published simultaneously in Canada.

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Library of Congress CataloginginPublication Data Applied for:

ISBN: 9781119771531

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To my family, Alexandra, Dmitry, Michelle, and my students

Many organizations and individuals helped this book to appear, including my colleagues, students, editorial staff, family, and friends.
I would like to thank all of you but have to limit the list of names.
Thank you very much:
Adam, Adrian, Adwait, Aileen, Akhil, Akshay, Alex, Alok, Amit, Arpit, Ashwin, Andrew, Andrey, Ankan, Anna, Anthony, Asif, Ayush, Benjamin, Brian, Carl, Chinmay, Christian, Darrell, Devang, Dhaval, Dhivya, Dileep, Dinesh, Dmitry, Elisa, Forum, Gaurav, George, Greg, Howard, Igor, James, Jeffrey, Jeton, Jinesh, Jody, Joe, Josh, Juan, Juliet, Justin, Karl, Karteek, Krishna, Kurt, Maninder, Mansha, Matthew, Michael, Michelle, Milan, Mohammed, Mohan, Ninad, Ninel, Olga, Omar, Parinitha, Parth, Pooja, Praful, Punit, Qiaoran, Raja, Ravina, Renzil, Richard, Rishi, Robert, Rohan, Rohit, Roman, Ron, Sagar, Sahil, Salil, Samir, Sanjay, Sandhya, Saransh, Saurabh, Scott, Sergey, Shashank, Shravya, Simran, Stanislaw, Sudhish, Suraj, Suresh, Swati, Tayeb, Tejas, Utsav, Vanessa, Virendra, and Vladik.

At last but not at least, I want to acknowledge that some research reported in this book was supported in part by the following recent grants provided by:
National Science Foundation (award # ACI1547301),
National Security Agency (award # H98230I7l0200), and
US Military Academy/DoD (award # W911NF2010337).

This books main goal is to provide help to its readers and users:

• students in computer security, science, engineering, IT and information systemsrelated fields, both undergraduate and graduate, looking for a textbook to gain the knowledge and skills at the intersection of computer security and artificial intelligence, machine learning, and data science domains;
• their instructors at the universities, colleges, and institutions of higher education looking for a textbook and curriculum materials (review and test questions, notes, exercises, slides) to use in developing new and modifying existing courses;
• professionals in the computer security area looking for a reference book to upgrade their skills and better understand intelligent techniques;
• professionals and researchers in the field of artificial intelligence and data science looking for advice on where and how to apply their knowledge and skills in computer security domain.

While readers general background in computing, networking, security, and artificial intelligence is desirable, the book is selfcontained and starts with a review of computer security and intelligent techniques that should provide a sufficient foundation for further study.

This book aims at helping its readers to better understand how to apply artificial intelligence, machine learning, and data science in the computer security domain. It will introduce readers into the current state of an application of intelligent methodologies in computer security and information assurance systems design. As the design and operation of most of computer security systems and tools are based on an application of intelligent techniques, gaining deeper understanding