activity
20162022
most citedAn Empirical Process Approach to the Union Bound: Practical Algorithms for Combinatorial and Linear Bandits

20 citations · 78 across the 12 of their papers we have counts for

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Showing 2017Show all

2 papers · 1 filter

stat.ML2017★ 16 cited

Decontamination of Mutual Contamination Models

Julian Katz-Samuels, Gilles Blanchard, Clayton Scott

Many machine learning problems can be characterized by mutual contamination models. In these problems, one observes several random samples from different convex combinations of a s…

stat.ML2017★ 8 cited

Nonparametric Preference Completion

Julian Katz-Samuels, Clayton Scott

We consider the task of collaborative preference completion: given a pool of items, a pool of users and a partially observed item-user rating matrix, the goal is to recover the \em…