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Noisy multiobjective black-box optimization using bayesian optimization

Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2019
Expensive black-box problems are usually optimized by Bayesian Optimization (BO) since it can reduce evaluation costs via cheaper surrogates. The most popular model used in Bayesian Optimization is the Gaussian process (GP) whose posterior is based on a joint GP prior built by initial observations, so the posterior is also a Gaussian process ...
Hongyan Wang   +4 more
openaire   +1 more source

Black-box optimization in a configuration system

Proceedings of the 26th ACM International Systems and Software Product Line Conference - Volume B, 2022
Maximilian Kucher   +2 more
openaire   +1 more source

B2Opt: Learning to Optimize Black-box Optimization with Little Budget

Proceedings of the AAAI Conference on Artificial Intelligence
The core challenge of high-dimensional and expensive black-box optimization (BBO) is how to obtain better performance faster with little function evaluation cost. The essence of the problem is how to design an efficient optimization strategy tailored to the target task.
Xiaobin Li   +3 more
openaire   +1 more source

FFT-Based Approximations for Black-Box Optimization

2023 IEEE Statistical Signal Processing Workshop (SSP), 2023
Madison Lee   +2 more
openaire   +1 more source

SMGO-Δ: Balancing caution and reward in global optimization with black-box constraints

Information Sciences, 2022
Lorenzo Sabug   +2 more
exaly  

NeuralBO: A black-box optimization algorithm using deep neural networks

Neurocomputing, 2023
Dat Phan-Trong, Sunil Gupta
exaly  

Strategy Optimization for Range Gate Pull-Off Track-Deception Jamming Under Black-Box Circumstance

IEEE Transactions on Aerospace and Electronic Systems, 2023
Yuanhang Wang   +2 more
exaly  

Round-Optimal Black-Box Protocol Compilers

2022
Yuval Ishai   +3 more
openaire   +2 more sources

Surrogate‐based methods for black‐box optimization

International Transactions in Operational Research, 2017
Claudia D’Ambrosio, Leo Liberti
exaly  

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