Unleashing the Potential of Acquisition Functions in High-Dimensional Bayesian Optimization.
Jiayu ZhaoRenyu YangShenghao QiuZheng WangPublished in: Trans. Mach. Learn. Res. (2024)
Keyphrases
- high dimensional
- global optimization
- optimization problems
- efficient optimization
- optimization algorithm
- low dimensional
- bayesian networks
- bayesian estimation
- constrained optimization
- maximum likelihood
- dimensionality reduction
- genetic algorithm
- high dimensional data
- combinatorial optimization
- multi dimensional
- optimization process
- data points
- similarity search
- data acquisition
- optimization method
- high dimensionality
- sparse coding
- variable selection
- optimization model
- sparse data