Which Hype for My New Task? Hints and Random Search for Echo State Networks Hyperparameters.
Xavier HinautNathan TrouvainPublished in: ICANN (5) (2021)
Keyphrases
- random search
- echo state networks
- hyperparameters
- grid search
- parameter optimization
- recurrent neural networks
- model selection
- cross validation
- closed form
- support vector
- bayesian inference
- random sampling
- simulated annealing
- bayesian framework
- prior information
- noise level
- sample size
- gaussian process
- maximum likelihood
- incremental learning
- em algorithm
- maximum a posteriori
- search space
- genetic algorithm
- incomplete data
- neural network
- missing values
- parameter settings
- probabilistic model
- parameter space
- evolutionary algorithm
- parameter estimation
- fuzzy logic
- active learning
- training set
- search algorithm
- feature selection
- data sets