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International Transactions in Operational Research
Article . 2025 . Peer-reviewed
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A cybersecurity risk analysis framework for systems with artificial intelligence components

Authors: Camacho Rodriguez, Jose Manuel; Couce-Vieira, Aitor; Arroyo, David; Rios Insua, David;

A cybersecurity risk analysis framework for systems with artificial intelligence components

Abstract

Abstract The introduction of the European Union Artificial Intelligence (AI) Act, the NIST AI Risk Management Framework, and related international norms and policy documents demand a better understanding and implementation of novel risk analysis issues when facing systems with AI components: dealing with new AI‐related impacts; incorporating AI‐based assets within the cyber architecture; considering AI‐based security and recovery controls within the cybersecurity portfolio; and managing novel AI‐based targeted attacks. This paper suggests solutions to such issues and integrates them within a broad novel framework to support risk analysis in systems with AI components and services. An example concerning automated driving systems illustrates the framework validating it conceptually.

Country
Spain
Keywords

FOS: Computer and information sciences, Artificial intelligence, Cybersecurity, Computer Science - Cryptography and Security, Artificial Intelligence (cs.AI), Risk analysis, Computer Science - Artificial Intelligence, Applications (stat.AP), Adversarial machine learning, Statistics - Applications, Cryptography and Security (cs.CR), Regulation

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    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Top 10%
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Top 10%
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
4
Top 10%
Average
Top 10%
Green
hybrid
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