Empirical studies of Gaussian process based Bayesian optimization using evolutionary computation for materials informatics.
Hiroshi OhnoPublished in: Expert Syst. Appl. (2018)
Keyphrases
- empirical studies
- evolutionary computation
- gaussian process
- gaussian processes
- evolutionary algorithm
- computational intelligence
- estimation of distribution algorithms
- genetic programming
- gaussian process regression
- optimization problems
- nature inspired algorithms
- regression model
- marginal likelihood
- latent variables
- evolutionary strategy
- fitness function
- approximate inference
- expectation propagation
- semi supervised
- hyperparameters
- bayesian framework
- model selection
- genetic algorithm
- posterior distribution
- gaussian process models
- bayesian methods
- closed form
- bayesian inference
- fuzzy logic
- maximum likelihood
- systematic review
- machine learning
- data sets
- pairwise
- bayesian networks
- artificial intelligence