34 citations · 228 across the 36 of their papers we have counts for
5 papers · 1 filter
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…
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…
Non-Stochastic Hypothesis Testing with Application to Privacy Against Hypothesis-Testing Adversary
Farhad Farokhi
In this paper, we consider privacy against hypothesis testing adversaries within a non-stochastic framework. We develop a theory of non-stochastic hypothesis testing by borrowing t…
Implementing Homomorphic Encryption Based Secure Feedback Control for Physical Systems
Julian Tran, Farhad Farokhi, Michael Cantoni +1
This paper is about an encryption based approach to the secure implementation of feedback controllers for physical systems. Specifically, Paillier's homomorphic encryption is used…
State Estimation over Worst-Case Erasure and Symmetric Channels with Memory
Amir Saberi, Farhad Farokhi, Girish N. Nair
Worst-case models of erasure and symmetric channels are investigated, in which the number of channel errors occurring in each sliding window of a given length is bounded. Upper and…