Decision and Game Theory for Security (eBook, PDF)

12th International Conference, GameSec 2021, Virtual Event, October 25-27, 2021, Proceedings
Redaktion: Bosanský, Branislav; Sinha, Arunesh; Rass, Stefan; Gonzalez, Cleotilde

• Format: PDF

Produktbeschreibung

This book constitutes the refereed proceedings of the 12th International Conference on Decision and Game Theory for Security, GameSec 2021,held in October 2021. Due to COVID-19 pandemic the conference was held virtually. The 20 full papers presented were carefully reviewed and selected from 37 submissions. The papers focus on Theoretical Foundations in Equilibrium Computation; Machine Learning and Game Theory; Ransomware; Cyber-Physical Systems Security; Innovations in Attacks and Defenses.

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Produktdetails

• Verlag: Springer Nature Switzerland
• Seitenzahl: 379
• Erscheinungstermin: 30. Oktober 2021
• Englisch
• ISBN-13: 9783030903701
• Artikelnr.: 62857546

Inhaltsangabe

Computing Nash Equilibria in Multiplayer DAG-Structured Stochastic Games with Persistent Imperfect Information.- Two Algorithms for Computing Exact and Approximate Nash Equilibria in Bimatrix Games.- Separable Network Games With Compact Strategy Sets.- Countering Attacker Data Manipulation in Security Games.- Scalable Optimal Classifiers for Adversarial Settings under Uncertainty.- Learning Generative Deception Strategies in Combinatorial Masking Games.- Network Games with Strategic Machine Learning.- No Time To Lie: Bounds on the Learning Rate of a Defender for Inferring Attacker Target Preferences.- When Should You Defend Your Classifier? -- A Game-theoretical Analysis of Countermeasures against Adversarial Examples.- A Mechanism Design Approach to Solve Ransomware Dilemmas.- Winning the Ransomware Lottery.- Combating Ransomware in Internet of Things: A Games-in-Games Approach for Cross-Layer Cyber Defense and Security Investment.