150 citations · 275 across the 6 of their papers we have counts for
3 papers · 1 filter
Sample-Efficient Personalization: Modeling User Parameters as Low Rank Plus Sparse Components
Soumyabrata Pal, Prateek Varshney, Prateek Jain +5
Personalization of machine learning (ML) predictions for individual users/domains/enterprises is critical for practical recommendation systems. Standard personalization approaches…
(Nearly) Optimal Private Linear Regression via Adaptive Clipping
Prateek Varshney, Abhradeep Thakurta, Prateek Jain
We study the problem of differentially private linear regression where each data point is sampled from a fixed sub-Gaussian style distribution. We propose and analyze a one-pass mi…
Resilient Execution of Data-triggered Applications on Edge, Fog and Cloud Resources
Prateeksha Varshney, Shriram Ramesh, Shayal Chhabra +2
Internet of Things (IoT) is leading to the pervasive availability of streaming data about the physical world, coupled with edge computing infrastructure deployed as part of smart c…