A New Acquisition Function for Multi-objective Bayesian Optimization: Correlated Probability of Improvement.
Kaifeng YangKai ChenMichael AffenzellerBernhard WerthPublished in: GECCO Companion (2023)
Keyphrases
- multi objective
- optimization algorithm
- multiple objectives
- multiobjective optimization
- evolutionary optimization
- optimum design
- multi objective optimization
- evolutionary algorithm
- conflicting objectives
- posterior probability
- particle swarm
- particle swarm optimization
- optimization method
- optimization problems
- engineering design problems
- objective function
- multi objective evolutionary algorithms
- genetic algorithm
- optimization process
- bayesian learning
- prior probabilities
- multi objective optimization problems
- learning algorithm
- constrained optimization
- probability distribution
- gaussian processes
- nsga ii
- bayesian inference
- conditional probabilities
- global optimization
- data acquisition
- scheduling problem
- optimality criterion
- lower bound
- probability distribution function
- bayesian networks