5 citations · 8 across the 2 of their papers we have counts for
3 papers
cs.LG2015★ 5 cited
On the Prior Sensitivity of Thompson Sampling
Che-Yu Liu, Lihong Li
The empirically successful Thompson Sampling algorithm for stochastic bandits has drawn much interest in understanding its theoretical properties. One important benefit of the algo…
stat.ML2014★ 3 cited
Most Correlated Arms Identification
Che-Yu Liu, Sébastien Bubeck
We study the problem of finding the most mutually correlated arms among many arms. We show that adaptive arms sampling strategies can have significant advantages over the non-adapt…
stat.ML2013
Prior-free and prior-dependent regret bounds for Thompson Sampling
Sébastien Bubeck, Che-Yu Liu
We consider the stochastic multi-armed bandit problem with a prior distribution on the reward distributions. We are interested in studying prior-free and prior-dependent regret bou…