Game theory and machine learning for cyber security / [edited by] Charles A Kamhoua, Christopher D Kiekintveld, Fei Fang, Quanyan Zhu.

Format Electronic
EditionFirst edition.
Publication InfoHoboken, New Jersey : John Wiley & Sons, Inc., [2021]
Descriptionpages cm
Supplemental ContentFull text available from eBooks on EBSCOhost
Subjects

Other author/creatorKamhoua, Charles A.
Other author/creatorKiekintveld, Christopher D.
Other author/creatorFang, Fei, 1989-
Other author/creatorZhu, Quanyan.
Partial contents Introduction to game theory / Fei Fang, Shutian Liu, Anjon Basak, Quanyan Zhu, Christopher Kiekintveld, Charles A. Kamhoua -- Scalable algorithms for identifying stealthy attackers in a game theoretic framework using deception / Anjon Basak, Charles Kamhoua, Sridhar Venkatesan, Marcus Gutierrez, Ahmed H. Anwar, Christopher Kiekintveld -- Honeypot allocation game over attack graphs for cyber deception / Ahmed H. Anwar, Charles Kamhoua, Nandi Leslie, Christopher Kiekintveld.
Abstract "Cyber security is a serious concern to our economic prosperity and national security. Despite an increased investment in cyber defense, cyber-attackers are becoming more creative and sophisticated. This exposes the need for a more rigorous approach to cyber security, including methods from artificial intelligence including computational game theory and machine learning. Recent advances in adversarial machine learning are promising to make artificial intelligence (AI) algorithms more robust to deception and intelligent manipulation. However, they are still vulnerable to adversarial inputs, data poisoning, model stealing and evasion attacks. The above challenges and the high risk and consequence of cyber-attacks drive the need to accelerate basic research on cyber security"-- Provided by publisher.
Bibliography noteIncludes bibliographical references and index.
Access restrictionAvailable only to authorized users.
Technical detailsMode of access: World Wide Web
Genre/formElectronic books.
LCCN 2021031984
ISBN9781119723929 (hardback)
ISBN(adobe pdf)
ISBN(epub)

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