87 citations · 233 across the 36 of their papers we have counts for
3 papers · 1 filter
Differentially Private Distributed Inference for Multicenter Clinical Studies
Marios Papachristou, M. Amin Rahimian
Extracting reliable conclusions from data distributed across institutions is a core problem in healthcare: pooling patient records would improve inference, but privacy regulations…
Differentially Private Distributed Estimation and Learning
Marios Papachristou, M. Amin Rahimian
We study distributed estimation and learning problems in a networked environment where agents exchange information to estimate unknown statistical properties of random variables fr…
Switching to Learn
Shahin Shahrampour, Mohammad Amin Rahimian, Ali Jadbabaie
A network of agents attempt to learn some unknown state of the world drawn by nature from a finite set. Agents observe private signals conditioned on the true state, and form belie…