16 citations · 35 across the 8 of their papers we have counts for
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cs.LG2017★ 16 cited
Efficient-UCBV: An Almost Optimal Algorithm using Variance Estimates
Subhojyoti Mukherjee, K. P. Naveen, Nandan Sudarsanam +1
We propose a novel variant of the UCB algorithm (referred to as Efficient-UCB-Variance (EUCBV)) for minimizing cumulative regret in the stochastic multi-armed bandit (MAB) setting.…
cs.LG2017★ 13 cited
Thresholding Bandits with Augmented UCB
Subhojyoti Mukherjee, K. P. Naveen, Nandan Sudarsanam +1
In this paper we propose the Augmented-UCB (AugUCB) algorithm for a fixed-budget version of the thresholding bandit problem (TBP), where the objective is to identify a set of arms…