Overview
- Offers a comprehensive overview and guide to the field of autonomous intelligent cyber defense agents (AICA)
- Includes the latest technical issues and practical design approaches
- Presents three case studies of prototype systems to illustrate various features of AICA
Part of the book series: Advances in Information Security (ADIS, volume 87)
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About this book
This book offers a structured overview and a comprehensive guide to the emerging field of Autonomous Intelligent Cyber Defense Agents (AICA). The book discusses the current technical issues in autonomous cyber defense and offers information on practical design approaches. The material is presented in a way that is accessible to non-specialists, with tutorial information provided in the initial chapters and as needed throughout the book. The reader is provided with clear and comprehensive background and reference material for each aspect of AICA.
Today’s cyber defense tools are mostly watchers. They are not active doers. They do little to plan and execute responses to attacks, and they don’t plan and execute recovery activities. Response and recovery – core elements of cyber resilience – are left to human cyber analysts, incident responders and system administrators. This is about to change. The authors advocate this vision, provide detailed guide to how such a visioncan be realized in practice, and its current state of the art.
This book also covers key topics relevant to the field, including functional requirements and alternative architectures of AICA, how it perceives and understands threats and the overall situation, how it plans and executes response and recovery, how it survives threats, and how human operators deploy and control AICA. Additionally, this book covers issues of testing, risk, and policy pertinent to AICA, and provides a roadmap towards future R&D in this field.
This book targets researchers and advanced students in the field of cyber defense and resilience. Professionals working in this field as well as developers of practical products for cyber autonomy will also want to purchase this book.Similar content being viewed by others
Keywords
- AI in cyber-defense
- Cyber Security
- Cyber Defense
- Intrusion detection
- Automated Cyber Response and Recovery
- Autonomous intelligent agents
- Agent architectures
- Human-agent teaming
- Multi-agent systems
- Network Monitoring
- Cyber Analysis
- Malware
- Attack Surface
- Cyber Warfare
- Information Fusion
- Risk and Vulnerability
- Cyber-autonomy
Table of contents (21 chapters)
Editors and Affiliations
About the editor
Earlier, Dr. Kott served as a Program Manager at Defense Advanced Research Projects Agency (DARPA), where he was responsible for management of multiple, large-scale R&D projects. Kott’s earlier positions included Director of Research and Development at Carnegie Group, Pittsburgh, PA. There, his work focused on novel information technology approaches, such as Artificial Intelligence, to complex problems in engineering design, and planning and control in manufacturing, telecommunications and aviation industries.
Dr. Kott earned his PhD in Mechanical Engineering from the University of Pittsburgh, Pittsburgh, PA, in 1989, where he researched AI approaches to invention of complex systems. He received the Secretary of Defense Exceptional Public Service Award, in October 2008. He published over 100 technical papers and served as the co-author and editor of twelve books.
Bibliographic Information
Book Title: Autonomous Intelligent Cyber Defense Agent (AICA)
Book Subtitle: A Comprehensive Guide
Editors: Alexander Kott
Series Title: Advances in Information Security
DOI: https://doi.org/10.1007/978-3-031-29269-9
Publisher: Springer Cham
eBook Packages: Computer Science, Computer Science (R0)
Copyright Information: The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2023
Hardcover ISBN: 978-3-031-29268-2Published: 03 June 2023
Softcover ISBN: 978-3-031-29271-2Due: 04 July 2023
eBook ISBN: 978-3-031-29269-9Published: 02 June 2023
Series ISSN: 1568-2633
Series E-ISSN: 2512-2193
Edition Number: 1
Number of Pages: XXIX, 445
Number of Illustrations: 69 b/w illustrations, 48 illustrations in colour
Topics: Artificial Intelligence, Mobile and Network Security, Privacy