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An adversarial risk analysis framework for batch acceptance problems

Articolo
Data di Pubblicazione:
2021
Abstract:
We provide an adversarial risk analysis framework for batch acceptance problems in which a decision maker relies exclusively on the size of the batch to accept or reject its admission to a system, albeit being aware of the presence of an opponent. The adversary acts as a data-fiddler attacker perturbing the observations perceived by the decision maker through injecting faulty items and/or modifying the existing items to faulty ones. We develop optimal policies against this combined attack strategy and illustrate the methodology with a review spam example.
Tipologia CRIS:
01.01 Articolo in rivista
Keywords:
adversarial hypothesis testing; data manipulation; security; review spam
Elenco autori:
Ruggeri, Fabrizio
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/404426
Pubblicato in:
DECISION ANALYSIS
Journal
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URL

https://pubsonline.informs.org/doi/abs/10.1287/deca.2020.0420
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