AI for Cybersecurity: Robust models for Authentication, Threat and Anomaly Detection - Hardcover

 
9783036582641: AI for Cybersecurity: Robust models for Authentication, Threat and Anomaly Detection
Hardcover
ISBN 10: 3036582649 ISBN 13: 9783036582641
Verlag: MDPI AG, 2023

Inhaltsangabe

Cybersecurity models include provisions for legitimate user and agent authentication, as well as algorithms for detecting external threats, such as intruders and malicious software. In particular, we can define a continuum of cybersecurity measures ranging from user identification to risk-based and multilevel authentication, complex application and network monitoring, and anomaly detection. We refer to this as the "anomaly detection continuum". Machine learning and other artificial intelligence technologies can provide powerful tools for addressing such issues, but the robustness of the obtained models is often ignored or underestimated. On the one hand, AI-based algorithms can be replicated by malicious opponents, and attacks can be devised so that they will not be detected (evasion attacks). On the other hand, data and system contexts can be modified by attackers to influence the countermeasures obtained from machine learning and render them ineffective (active data poisoning). This Special Issue presents ten papers that can be grouped under five main topics: (1) Cyber-Physical Systems (CPSs), (2) Intrusion Detection, (3) Malware Analysis, (4) Access Control, and (5) Threat intelligence. AI is increasingly being used in cybersecurity, with three main directions of current research: (1) new areas of cybersecurity are being addressed, such as CPS security and threat intelligence; (2) more stable and consistent results are being presented, sometimes with surprising accuracy and effectiveness; and (3) the presence of an AI-aware adversary is recognized and analyzed, producing more robust solutions.

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Verlag
MDPI AG
Erscheinungsdatum
2023
Sprache
Englisch
ISBN 10 
3036582649
ISBN 13 
9783036582641
Einband
Gebundene Ausgabe
Anzahl der Seiten
208
Herausgeber
Bergadano Francesco, Giacinto Giorgio
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
gpsr@libri.de
gpsr@libri.de

Europaallee 1
Bad Hersfeld
36244
Deutschland