Autonomous Intelligent Cyber Defense Agent (AICA) A Comprehensive Guide /
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 i...
محفوظ في:
| مؤلف مشترك: | |
|---|---|
| مؤلفون آخرون: | |
| التنسيق: | الكتروني كتاب الكتروني |
| اللغة: | الإنجليزية |
| منشور في: |
Cham :
Springer International Publishing : Imprint: Springer,
2023.
|
| الطبعة: | 1st ed. 2023. |
| سلاسل: | Advances in Information Security,
87 |
| الموضوعات: | |
| الوصول للمادة أونلاين: | https://doi.org/10.1007/978-3-031-29269-9 |
| الوسوم: |
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| 245 | 1 | 0 | |a Autonomous Intelligent Cyber Defense Agent (AICA) |h [electronic resource] : |b A Comprehensive Guide / |c edited by Alexander Kott. |
| 250 | |a 1st ed. 2023. | ||
| 264 | 1 | |a Cham : |b Springer International Publishing : |b Imprint: Springer, |c 2023. | |
| 300 | |a 1 online resource (XXIX, 445 p. 117 illus.). |b 48 illus. in color. | ||
| 336 | |a text |b txt |2 rdacontent | ||
| 337 | |a computer |b c |2 rdamedia | ||
| 338 | |a online resource |b cr |2 rdacarrier | ||
| 341 | 0 | |b Table of contents navigation |2 onix | |
| 341 | 0 | |b Single logical reading order |2 onix | |
| 341 | 0 | |b Short alternative textual descriptions |2 onix | |
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| 490 | 1 | |a Advances in Information Security, |x 2512-2193 ; |v 87 | |
| 505 | 0 | |a 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. | |
| 520 | |a 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. | ||
| 532 | 8 | |a Accessibility summary: This PDF does not fully comply with PDF/UA standards, but does feature limited screen reader support, described non-text content (images, graphs), bookmarks for easy navigation and searchable, selectable text. Users of assistive technologies may experience difficulty navigating or interpreting content in this document. We recognize the importance of accessibility, and we welcome queries about accessibility for any of our products. If you have a question or an access need, please get in touch with us at accessibilitysupport@springernature.com. | |
| 532 | 8 | |a No reading system accessibility options actively disabled | |
| 532 | 8 | |a Publisher contact for further accessibility information: accessibilitysupport@springernature.com | |
| 588 | |a Print version record. | ||
| 650 | 0 | |a Artificial intelligence. | |
| 650 | 0 | |a Computer networks |x Security measures. | |
| 650 | 0 | |a Data protection |x Law and legislation. | |
| 650 | 1 | 4 | |a Artificial Intelligence. |
| 650 | 2 | 4 | |a Mobile and Network Security. |
| 650 | 2 | 4 | |a Privacy. |
| 700 | 1 | |a Kott, Alexander. |e editor. |4 edt |4 http://id.loc.gov/vocabulary/relators/edt | |
| 710 | 2 | |a SpringerLink (Online service) | |
| 773 | 0 | |t Springer Nature eBook | |
| 776 | 0 | 8 | |i Printed edition: |z 9783031292682 |
| 776 | 0 | 8 | |i Printed edition: |z 9783031292705 |
| 776 | 0 | 8 | |i Printed edition: |z 9783031292712 |
| 830 | 0 | |a Advances in Information Security, |x 2512-2193 ; |v 87 | |
| 856 | 4 | 0 | |u https://doi.org/10.1007/978-3-031-29269-9 |
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