Combining Gaussian Processes and Neural Networks in Surrogate Modelling for Covariance Matrix Adaptation Evolution Strategy.
Jan KozaJirí TumpachZbynek PitraMartin HolenaPublished in: ITAT (2021)
Keyphrases
- cma es
- gaussian processes
- evolution strategy
- covariance matrix
- neural network
- evolutionary algorithm
- gaussian process
- genetic algorithm
- differential evolution
- covariance matrices
- sample size
- principal component analysis
- hyperparameters
- gaussian process models
- positive definite
- objective function
- multi task
- lower bound
- multi class
- model selection
- optimization methods
- optimization method
- face recognition
- candidate solutions
- regression model
- particle swarm optimization