Echo State Networks: Novel reservoir selection and hyperparameter optimization model for time series forecasting.
César H. ValenciaMarley M. B. R. VellascoKarla FigueiredoPublished in: Neurocomputing (2023)
Keyphrases
- optimization model
- echo state networks
- recurrent neural networks
- optimization process
- reservoir computing
- construction project
- network flow
- model selection
- neuro fuzzy
- artificial neural networks
- gaussian processes
- selection algorithm
- long term
- data sets
- hyperparameters
- selection strategy
- short term
- cost function
- active learning