Predictive Entropy Search for Bayesian Optimization with Unknown Constraints.
José Miguel Hernández-LobatoMichael A. GelbartMatthew W. HoffmanRyan P. AdamsZoubin GhahramaniPublished in: ICML (2015)
Keyphrases
- constrained optimization
- search algorithm
- search strategies
- search efficiency
- global search
- optimization algorithm
- search strategy
- genetic algorithm
- constraint programming
- highly non linear
- neural network
- reducing the search space
- constraint solver
- search procedure
- geometric constraints
- search queries
- search methods
- maximum likelihood
- mutual information
- search space
- optimization methods
- solution space
- global optimization
- optimization problems
- decision variables
- symmetry breaking
- efficient optimization
- evolutionary algorithm