An Adversarial Risk Analysis Framework For Batch Acceptance Problems

DECISION ANALYSIS(2021)

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摘要
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.
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关键词
adversarial hypothesis testing, data manipulation, security, review spam
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