1.3k citations · 3.8k across the 222 of their papers we have counts for
3 papers · 2 filters
Phase Transitions in the Pooled Data Problem
Jonathan Scarlett, Volkan Cevher
In this paper, we study the pooled data problem of identifying the labels associated with a large collection of items, based on a sequence of pooled tests revealing the counts of e…
Robust Submodular Maximization: A Non-Uniform Partitioning Approach
Ilija Bogunovic, Slobodan Mitrović, Jonathan Scarlett +1
We study the problem of maximizing a monotone submodular function subject to a cardinality constraint , with the added twist that a number of items from the returned set may…
Lower Bounds on Regret for Noisy Gaussian Process Bandit Optimization
Jonathan Scarlett, Ilijia Bogunovic, Volkan Cevher
In this paper, we consider the problem of sequentially optimizing a black-box function based on noisy samples and bandit feedback. We assume that is smooth in the sense of…