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stat.ML2024
An Adaptive Dimension Reduction Estimation Method for High-dimensional Bayesian Optimization
Shouri Hu, Jiawei Li, Zhibo Cai
Bayesian optimization (BO) has shown impressive results in a variety of applications within low-to-moderate dimensional Euclidean spaces. However, extending BO to high-dimensional…
stat.ML2018★ 3 cited
Infinite Arms Bandit: Optimality via Confidence Bounds
Hock Peng Chan, Shouri Hu
Berry et al. (1997) initiated the development of the infinite arms bandit problem. They derived a regret lower bound of all allocation strategies for Bernoulli rewards with uniform…