Constrained Bayesian Optimization with Adaptive Active Learning of Unknown Constraints.
Fengxue ZhangZejie ZhuYuxin ChenPublished in: CoRR (2023)
Keyphrases
- active learning
- constrained optimization
- lagrange multipliers
- concave convex procedure
- constrained problems
- optimization problems
- optimization algorithm
- optimization process
- global optimization
- pool based active learning
- np hard optimization problems
- experimental design
- constraint satisfaction
- learning strategies
- constraint programming
- data driven
- data sets
- linear program
- machine learning
- bayesian networks
- user defined constraints
- active learning strategies
- efficient optimization
- objective function
- relevance feedback
- decision variables
- transfer learning
- posterior distribution
- optimization methods