Comparison of High-Dimensional Bayesian Optimization Algorithms on BBOB.
Maria Laura SantoniElena RaponiRenato De LeoneCarola DoerrPublished in: ACM Trans. Evol. Learn. Optim. (2024)
Keyphrases
- high dimensional
- efficient optimization
- optimization problems
- discrete optimization
- bayesian networks
- computationally efficient
- theoretical analysis
- orders of magnitude
- high dimensional spaces
- learning algorithm
- monte carlo sampling
- significant improvement
- optimization algorithm
- combinatorial optimization
- approximately optimal
- high dimensional datasets
- bayesian inference
- optimization methods
- noisy data
- times faster
- feature space
- computational complexity