9 citations · 9 across the 2 of their papers we have counts for
3 papers
cs.LG2020★ 9 cited
Learning from Mixtures of Private and Public Populations
Raef Bassily, Shay Moran, Anupama Nandi
We initiate the study of a new model of supervised learning under privacy constraints. Imagine a medical study where a dataset is sampled from a population of both healthy and unhe…
cs.LG2019
Privately Answering Classification Queries in the Agnostic PAC Model
Anupama Nandi, Raef Bassily
We revisit the problem of differentially private release of classification queries. In this problem, the goal is to design an algorithm that can accurately answer a sequence of cla…
cs.LG2017
Heavy-Tailed Analogues of the Covariance Matrix for ICA
Joseph Anderson, Navin Goyal, Anupama Nandi +1
Independent Component Analysis (ICA) is the problem of learning a square matrix , given samples of , where is a random vector with independent coordinates. Most existi…