LEADER 05504nam 22006135 450 001 996465351503316 005 20200702232607.0 010 $a3-030-33432-5 024 7 $a10.1007/978-3-030-33432-1 035 $a(CKB)4100000010348038 035 $a(DE-He213)978-3-030-33432-1 035 $a(MiAaPQ)EBC6039470 035 $a(PPN)242981410 035 $a(EXLCZ)994100000010348038 100 $a20200204d2020 u| 0 101 0 $aeng 135 $aurnn|008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aAdaptive Autonomous Secure Cyber Systems$b[electronic resource] /$fedited by Sushil Jajodia, George Cybenko, V.S. Subrahmanian, Vipin Swarup, Cliff Wang, Michael Wellman 205 $a1st ed. 2020. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2020. 215 $a1 online resource (X, 289 p. 68 illus., 59 illus. in color.) 300 $a3.2 Formalizing Data Triage Operations. 311 $a3-030-33431-7 327 $a1. Reference Architecture of an Autonomous Agent for Cyber Defense of Complex Military Systems -- 2. Defending against Machine Learning based Inference Attacks via Adversarial Examples: Opportunities and Challenges -- 3. Exploring Adversarial Artificial Intelligence for Autonomous Adaptive Cyber Defense -- 4. Can Cyber Operations be Made Autonomous? An Answer from the Situational Awareness Viewpoint -- 5. A framework for studying autonomic computing models in cyber deception -- 6. Autonomous Security Mechanisms for High-Performance Computing Systems: Review and Analysis -- 7. Automated Cyber Risk Mitigation: Making Informed Cost-effective Decisions -- 8. Plan Interdiction Games -- 9. Game Theoretic Cyber Deception to Foil Adversarial Network Reconnaissance -- 10. Strategic Learning for Active, Adaptive, and Autonomous Cyber Defense -- 11. Online Learning Methods for Controlling Dynamic Cyber Deception Strategies -- 12. Phishing URL Detection with Lexical Features and Blacklisted Domains -- 13. An Empirical Study of Secret Security Patch in Open Source Software. 330 $aThis 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. 606 $aComputer security 606 $aArtificial intelligence 606 $aComputer communication systems 606 $aSystems and Data Security$3https://scigraph.springernature.com/ontologies/product-market-codes/I28060 606 $aArtificial Intelligence$3https://scigraph.springernature.com/ontologies/product-market-codes/I21000 606 $aComputer Communication Networks$3https://scigraph.springernature.com/ontologies/product-market-codes/I13022 615 0$aComputer security. 615 0$aArtificial intelligence. 615 0$aComputer communication systems. 615 14$aSystems and Data Security. 615 24$aArtificial Intelligence. 615 24$aComputer Communication Networks. 676 $a005.8 702 $aJajodia$b Sushil$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aCybenko$b George$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aSubrahmanian$b V.S$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aSwarup$b Vipin$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aWang$b Cliff$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aWellman$b Michael$4edt$4http://id.loc.gov/vocabulary/relators/edt 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a996465351503316 996 $aAdaptive Autonomous Secure Cyber Systems$91927988 997 $aUNISA