13 citations · 27 across the 6 of their papers we have counts for
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cs.CR2020★ 13 cited
Security Versus Privacy
Farhad Farokhi, Peyman Mohajerin Esfahani
Linear queries can be submitted to a server containing private data. The server provides a response to the queries systematically corrupted using an additive noise to preserve the…
cs.CR2019★ 3 cited
A Game-Theoretic Approach to Adversarial Linear Support Vector Classification
Farhad Farokhi
In this paper, we employ a game-theoretic model to analyze the interaction between an adversary and a classifier. There are two classes (i.e., positive and negative classes) to whi…
cs.CR2019★ 6 cited
The Value of Collaboration in Convex Machine Learning with Differential Privacy
Nan Wu, Farhad Farokhi, David Smith +1
In this paper, we apply machine learning to distributed private data owned by multiple data owners, entities with access to non-overlapping training datasets. We use noisy, differe…