Autonomous Intelligent Cyber Defense Agent (AICA)
A Comprehensive Guide
Gebonden Engels 2023 1e druk 9783031292682Samenvatting
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 vision can 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.
Specificaties
Lezersrecensies
Inhoudsopgave
Chapter. 2. Alternative Architectural Approaches
Chapter. 3. Perception of Environment
Chapter. 4. Perception of Cyber Threats
Chapter. 5. Situational Understanding and Diagnostics
Chapter. 6. Learning about the Adversary
Chapter. 7. Response Planning
Chapter. 8. Recovery Planning
Chapter. 9. Strategic Cyber Camouflage
Chapter. 10. Adaptivity & Antifragility
Chapter. 11. Negotiation and Collaboration
Chapter. 12. Human Interactions
Chapter. 13. Testing and Measurements
Chapter. 14. Deployment and Operation
Chapter. 15. Command in AICA-intensive Operations
Chapter. 16. Risk Management
Chapter. 17. Policy Issues
Chapter. 18. Development Challenges
Chapter. 19. Case Study A: A Prototype Autonomous Intelligent Cyber-defense Agent
Chapter. 20. Case Study B: AI Agents for Tactical Edge
Chapter. 21. Case Study C: the Sentinel Agents
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