Adversarial and Uncertain Reasoning for Adaptive Cyber Defense: Control- and Game-Theoretic Approaches to Cyber Security

Author:   Sushil Jajodia ,  George Cybenko ,  Peng Liu ,  Cliff Wang
Publisher:   Springer Nature Switzerland AG
Edition:   1st ed. 2019
Volume:   11830
ISBN:  

9783030307189


Pages:   263
Publication Date:   02 September 2019
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Adversarial and Uncertain Reasoning for Adaptive Cyber Defense: Control- and Game-Theoretic Approaches to Cyber Security


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Overview

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.  

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Author:   Sushil Jajodia ,  George Cybenko ,  Peng Liu ,  Cliff Wang
Publisher:   Springer Nature Switzerland AG
Imprint:   Springer Nature Switzerland AG
Edition:   1st ed. 2019
Volume:   11830
Weight:   0.454kg
ISBN:  

9783030307189


ISBN 10:   3030307182
Pages:   263
Publication Date:   02 September 2019
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

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.

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