V. Perrier

collaborators

2 papers

cs.CR2018

Private Continual Release of Real-Valued Data Streams

Victor Perrier, Hassan Jameel Asghar, Dali Kaafar

We present a differentially private mechanism to display statistics (e.g., the moving average) of a stream of real valued observations where the bound on each observation is either…

stat.ML2018

Not All Attributes are Created Equal: $d_{X}$ -Private Mechanisms for Linear Queries

Parameswaran Kamalaruban, Victor Perrier, Hassan Jameel Asghar +1

Differential privacy provides strong privacy guarantees simultaneously enabling useful insights from sensitive datasets. However, it provides the same level of protection for all e…

Private Continual Release of Real-Valued Data Streams

Not All Attributes are Created Equal: dX​-Private Mechanisms for Linear Queries

Not All Attributes are Created Equal: $d_{X}$ -Private Mechanisms for Linear Queries