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03/21/2022
Efficient Algorithms for Extreme Bandits
In this paper, we contribute to the Extreme Bandit problem, a variant of...
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10/29/2021
A/B/n Testing with Control in the Presence of Subpopulations
Motivated by A/B/n testing applications, we consider a finite set of dis...
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06/21/2021
On Limited-Memory Subsampling Strategies for Bandits
There has been a recent surge of interest in nonparametric bandit algori...
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03/09/2021
Regret Bounds for Generalized Linear Bandits under Parameter Drift
Generalized Linear Bandits (GLBs) are powerful extensions to the Linear ...
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11/02/2020
Self-Concordant Analysis of Generalized Linear Bandits with Forgetting
Contextual sequential decision problems with categorical or numerical ob...
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03/23/2020
Algorithms for Non-Stationary Generalized Linear Bandits
The statistical framework of Generalized Linear Models (GLM) can be appl...
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09/19/2019