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.
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This book offers a structured overview and a comprehensive guide to the emerging field of Autonomous Intelligent Cyber Defense Agents (AICA).
Chapter. 1. Autonomous Intelligent Cyber-defense Agent: Introduction and Overview.- 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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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.
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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
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Produktdetaljer
ISBN
9783031292712
Publisert
2024-06-04
Utgiver
Vendor
Springer International Publishing AG
Høyde
235 mm
Bredde
155 mm
Aldersnivå
Research, P, 06
Språk
Product language
Engelsk
Format
Product format
Heftet
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