Adaptive Autonomous Secure Cyber Systems - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Adaptive Autonomous Secure Cyber Systems write by Sushil Jajodia. This book was released on 2020-02-04. Adaptive Autonomous Secure Cyber Systems available in PDF, EPUB and Kindle. This book explores fundamental scientific problems essential for autonomous cyber defense. Specific areas include: Game and control theory-based moving target defenses (MTDs) and adaptive cyber defenses (ACDs) for fully autonomous cyber operations; The extent to which autonomous cyber systems can be designed and operated in a framework that is significantly different from the human-based systems we now operate; On-line learning algorithms, including deep recurrent networks and reinforcement learning, for the kinds of situation awareness and decisions that autonomous cyber systems will require; Human understanding and control of highly distributed autonomous cyber defenses; Quantitative performance metrics for the above so that autonomous cyber defensive agents can reason about the situation and appropriate responses as well as allowing humans to assess and improve the autonomous system. This book establishes scientific foundations for adaptive autonomous cyber systems and ultimately brings about a more secure and reliable Internet. The recent advances in adaptive cyber defense (ACD) have developed a range of new ACD techniques and methodologies for reasoning in an adaptive environment. Autonomy in physical and cyber systems promises to revolutionize cyber operations. The ability of autonomous systems to execute at scales, scopes, and tempos exceeding those of humans and human-controlled systems will introduce entirely new types of cyber defense strategies and tactics, especially in highly contested physical and cyber environments. The development and automation of cyber strategies that are responsive to autonomous adversaries pose basic new technical challenges for cyber-security. This book targets cyber-security professionals and researchers (industry, governments, and military). Advanced-level students in computer science and information systems will also find this book useful as a secondary textbook.
Autonomous Cyber Deception
Autonomous Cyber Deception - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Autonomous Cyber Deception write by Ehab Al-Shaer. This book was released on 2019-01-02. Autonomous Cyber Deception available in PDF, EPUB and Kindle. This textbook surveys the knowledge base in automated and resilient cyber deception. It features four major parts: cyber deception reasoning frameworks, dynamic decision-making for cyber deception, network-based deception, and malware deception. An important distinguishing characteristic of this book is its inclusion of student exercises at the end of each chapter. Exercises include technical problems, short-answer discussion questions, or hands-on lab exercises, organized at a range of difficulties from easy to advanced,. This is a useful textbook for a wide range of classes and degree levels within the security arena and other related topics. It’s also suitable for researchers and practitioners with a variety of cyber security backgrounds from novice to experienced.
Adversarial and Uncertain Reasoning for Adaptive Cyber Defense
Adversarial and Uncertain Reasoning for Adaptive Cyber Defense - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Adversarial and Uncertain Reasoning for Adaptive Cyber Defense write by Sushil Jajodia. This book was released on 2019-08-30. Adversarial and Uncertain Reasoning for Adaptive Cyber Defense available in PDF, EPUB and Kindle. Today’s cyber defenses are largely static allowing adversaries to pre-plan their attacks. In response to this situation, researchers have started to investigate various methods that make networked information systems less homogeneous and less predictable by engineering systems that have homogeneous functionalities but randomized manifestations. The 10 papers included in this State-of-the Art Survey present recent advances made by a large team of researchers working on the same US Department of Defense Multidisciplinary University Research Initiative (MURI) project during 2013-2019. This project has developed a new class of technologies called Adaptive Cyber Defense (ACD) by building on two active but heretofore separate research areas: Adaptation Techniques (AT) and Adversarial Reasoning (AR). AT methods introduce diversity and uncertainty into networks, applications, and hosts. AR combines machine learning, behavioral science, operations research, control theory, and game theory to address the goal of computing effective strategies in dynamic, adversarial environments.
Adaptive Security and Cyber Assurance for Risk-Based Decision Making
Adaptive Security and Cyber Assurance for Risk-Based Decision Making - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Adaptive Security and Cyber Assurance for Risk-Based Decision Making write by Brooks, Tyson T.. This book was released on 2023-03-13. Adaptive Security and Cyber Assurance for Risk-Based Decision Making available in PDF, EPUB and Kindle. Cyber-professionals recognize that some defensive measures could exacerbate cyber-defense challenges by motivating attackers to adaptunintentionally inspiring attackers to develop more potent and resilient capabilities. Further study in this area is required to ensure defense and security practices are up to date. Adaptive Security and Cyber Assurance for Risk-Based Decision Making explores decision making in the context of software-based systems and discusses why it is difficult to achieve. It also identifies a discipline termed cyber-assurance, which considers the interactions of assurance-enhancing technology, system architecture, and the development life cycle. Covering key topics such as cyber assurance, security, and defensive operations, this premier reference source is ideal for industry professionals, computer scientists, academicians, engineers, researchers, scholars, practitioners, librarians, instructors, and students.
Autonomous Intelligent Cyber Defense Agent (AICA)
Autonomous Intelligent Cyber Defense Agent (AICA) - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Autonomous Intelligent Cyber Defense Agent (AICA) write by Alexander Kott. This book was released on 2023-07-04. Autonomous Intelligent Cyber Defense Agent (AICA) available in PDF, EPUB and Kindle. 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.
