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Dealing with categorical and integer-valued variables in Bayesian Optimization with Gaussian processes

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References

2012Practical Bayesian Optimization of Machine Learning Algorithms6,690 cited
2015Taking the Human Out of the Loop: A Review of Bayesian Optimization6,126 cited
2015Scalable Bayesian Optimization Using Deep Neural Networks703 cited
2013Multi-Task Bayesian Optimization484 cited
2014Predictive Entropy Search for Efficient Global Optimization of Black-box Functions369 cited

Cited by

2020Bayesian Optimization for Categorical and Category-Specific Continuous Inputs44 cited
2021Golem: an algorithm for robust experiment and process optimization38 cited
2025A comparative study of acquisition functions for active learning kriging in reliability-based design optimization12 cited
2022BO-B&B: A hybrid algorithm based on Bayesian optimization and branch-and-bound for discrete network design problems8 cited

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