Jajodia / Cybenko / Liu Adversarial and Uncertain Reasoning for Adaptive Cyber Defense

Control- and Game-Theoretic Approaches to Cyber Security
Erscheinungsjahr 2019
ISBN: 978-3-030-30719-6
Verlag: Springer International Publishing
Format: PDF
Kopierschutz: 1 - PDF Watermark

E-Book, Englisch, 263 Seiten, eBook

Reihe: Security and Cryptology

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 gametheory to address the goal of computing effective strategies in dynamic, adversarial environments.

Zielgruppe

Research

Autoren/Hrsg.

Jajodia, Sushil

Cybenko, George

Liu, Peng

Wang, Cliff

Wellman, Michael

Inhaltsverzeichnis

Overview of Control and Game Theory in Adaptive Cyber-Defenses.- Control Theoretic Approaches to Cyber-Security.- Game-Theoretic Approaches to Cyber-Security: Issues and Challenges and Results.- Reinforcement Learning for Adaptive Cyber Defense against Zero-day Attacks.- Moving Target Defense Quantification.- Empirical Game-Theoretic Methods for Adaptive Cyber-Defense.- MTD Techniques for Memory Protection against Zero-Day Attacks.- Adaptive Cyber Defenses for Botnet Detection and Mitigation.- Optimizing Alert Data Management Processes at a Cyber Security Operations Center.- Online and Scalable Adaptive Cyber Defense.