58 citations · 92 across the 15 of their papers we have counts for
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cs.IT2019★ 2 cited
Optimal Information Updating based on Value of Information
Rahul Singh, Gopal Krishna Kamath, P. R. Kumar
We address the problem of how to optimally schedule data packets over an unreliable channel in order to minimize the estimation error of a simple-to-implement remote linear estimat…
cs.LG2019★ 2 cited
Exploration Through Reward Biasing: Reward-Biased Maximum Likelihood Estimation for Stochastic Multi-Armed Bandits
Xi Liu, Ping-Chun Hsieh, Anirban Bhattacharya +1
Inspired by the Reward-Biased Maximum Likelihood Estimate method of adaptive control, we propose RBMLE -- a novel family of learning algorithms for stochastic multi-armed bandits (…