Enhancing High-dimensional Bayesian Optimization by Optimizing the Acquisition Function Maximizer Initialization.
Jiayu ZhaoRenyu YangShenghao QiuZheng WangPublished in: CoRR (2023)
Keyphrases
- high dimensional
- optimization problems
- multi dimensional
- high dimensional data
- global optimization
- high dimensional problems
- data driven
- gaussian processes
- optimization method
- similarity search
- optimization algorithm
- maximum likelihood
- bayesian networks
- simultaneous optimization
- direct optimization
- initial conditions
- sparse data
- optimization model
- data sets
- input space
- gene expression data
- simulated annealing
- objective function
- learning algorithm
- neural network