Hyperparameter Adaptive Search for Surrogate Optimization: A Self-Adjusting Approach
2023 Winter Simulation Conference (WSC)（2023）
Key words
Alternating Optimization,Adaptive Search,Optimization Algorithm,Performance Of Algorithm,Convergence Rate,Global Problem,Global Optimization,Hyperparameter Tuning,Test Problems,Global Test,Manual Tuning,Black-box Function,Expensive Function,Discretion,Computation Time,Upper Bound,Alternative Models,Objective Value,Beta Distribution,Sampling Step,Candidate Points,Acquisition Function,Multivariate Adaptive Regression Splines,Upper Confidence Bound,Local Convergence,Bandit Problem,Hyperparameter Values,Black-box Optimization,Multi-armed Bandit,Gaussian Process Model
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