Nobuo Namura

Regional Expected Improvement for Efficient Trust Region Selection in High-Dimensional Bayesian Optimization

2025 · Proceedings of the AAAI Conference on Artificial Intelligence

Real-world optimization problems often involve complex objective functions with costly evaluations. While Bayesian optimization (BO) with Gaussian processes is effective for these challenges, it suffers in high-dimensional spaces due to performance degradation from limited function …