Accelerating evolutionary algorithms with Gaussian process fitness function models.
Dirk BücheNicol N. SchraudolphPetros KoumoutsakosPublished in: IEEE Trans. Syst. Man Cybern. Part C (2005)
Keyphrases
- evolutionary algorithm
- fitness function
- gaussian process
- evolutionary computation
- genetic programming
- multi objective
- genetic algorithm
- optimization problems
- gaussian processes
- genetic algorithm ga
- crossover operator
- evolutionary search
- model selection
- genetic operators
- bayesian framework
- mutation operator
- gaussian process models
- differential evolution
- simulated annealing
- gaussian process regression
- covariance function
- probabilistic model
- evolutionary process
- constrained optimization problems
- search space
- multi objective optimization
- evolution strategy
- dynamical model
- hyperparameters
- approximate inference
- prior knowledge
- evolutionary strategy
- machine learning