Balancing exploitation and exploration in parallel Bayesian optimization under computing resource constraint.
Moto SatakeKeichi TakahashiYoichi ShimomuraHiroyuki TakizawaPublished in: IPDPS Workshops (2023)
Keyphrases
- optimization algorithm
- global optimization
- resource constraints
- optimization method
- bayesian networks
- optimization problems
- nonlinear programming
- sequential quadratic programming
- resource management
- optimization process
- search capabilities
- efficient optimization
- constrained optimization
- bayesian decision
- evolutionary search
- linear constraints
- bayesian learning
- parallel implementation
- shared memory
- posterior probability
- resource allocation
- load balancing
- maximum likelihood
- query processing