55 citations · 187 across the 12 of their papers we have counts for
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cs.LG2012★ 46 cited
Exponential Regret Bounds for Gaussian Process Bandits with Deterministic Observations
Nando de Freitas, Alex Smola, Masrour Zoghi
This paper analyzes the problem of Gaussian process (GP) bandits with deterministic observations. The analysis uses a branch and bound algorithm that is related to the UCB algorith…
cs.LG2012★ 4 cited
Regret Bounds for Deterministic Gaussian Process Bandits
Nando de Freitas, Alex Smola, Masrour Zoghi
This paper analyses the problem of Gaussian process (GP) bandits with deterministic observations. The analysis uses a branch and bound algorithm that is related to the UCB algorith…