4 citations · 5 across the 2 of their papers we have counts for
4 papers
The Differentially Private Lottery Ticket Mechanism
Lovedeep Gondara, Ke Wang, Ricardo Silva Carvalho
We propose the differentially private lottery ticket mechanism (DPLTM). An end-to-end differentially private training paradigm based on the lottery ticket hypothesis. Using "high-q…
Differentially Private Survival Function Estimation
Lovedeep Gondara, Ke Wang
Survival function estimation is used in many disciplines, but it is most common in medical analytics in the form of the Kaplan-Meier estimator. Sensitive data (patient records) is…
Recovering Loss to Followup Information Using Denoising Autoencoders
Lovedeep Gondara, Ke Wang
Loss to followup is a significant issue in healthcare and has serious consequences for a study's validity and cost. Methods available at present for recovering loss to followup inf…
Detecting Adversarial Samples Using Density Ratio Estimates
Lovedeep Gondara
Machine learning models, especially based on deep architectures are used in everyday applications ranging from self driving cars to medical diagnostics. It has been shown that such…