8 citations · 10 across the 8 of their papers we have counts for
8 papers
An Efficient Variant of One-Class SVM with Lifelong Online Learning Guarantees
Joe Suk, Samory Kpotufe
We study outlier (a.k.a., anomaly) detection for single-pass non-stationary streaming data. In the well-studied offline or batch outlier detection problem, traditional methods such…
Tracking Most Significant Shifts in Infinite-Armed Bandits
Joe Suk, Jung-hun Kim
We study an infinite-armed bandit problem where actions' mean rewards are initially sampled from a reservoir distribution. Most prior works in this setting focused on stationary re…
Tracking Most Significant Shifts in Nonparametric Contextual Bandits
Joe Suk, Samory Kpotufe
We study nonparametric contextual bandits where Lipschitz mean reward functions may change over time. We first establish the minimax dynamic regret rate in this less understood set…
When Can We Track Significant Preference Shifts in Dueling Bandits?
Joe Suk, Arpit Agarwal
The -armed dueling bandits problem, where the feedback is in the form of noisy pairwise preferences, has been widely studied due its applications in information retrieval, recom…
Tracking Most Significant Arm Switches in Bandits
Joe Suk, Samory Kpotufe
In bandit with distribution shifts, one aims to automatically adapt to unknown changes in reward distribution, and restart exploration when necessary. While this problem has been s…
Self-Tuning Bandits over Unknown Covariate-Shifts
Joseph Suk, Samory Kpotufe
Bandits with covariates, a.k.a. contextual bandits, address situations where optimal actions (or arms) at a given time , depend on a context , e.g., a new patient's medical…
Factorizations of -Nonnegative Matrices
Sunita Chepuri, Neeraja Kulkarni, Joe Suk +1
A matrix is -nonnegative if all its minors of size or less are nonnegative. We give a parametrized set of generators and relations for the semigroup of -nonnegative $n\ti…
Dihedral Sieving Phenomena
Sujit Rao, Joe Suk
Cyclic sieving is a well-known phenomenon where certain interesting polynomials, especially -analogues, have useful interpretations related to actions and representations of the…