Scenario optimization for optimal training of Echo State Networks.
Luca Bugliari ArmenioLorenzo FagianoEnrico TerziMarcello FarinaRiccardo ScattoliniPublished in: CoRR (2019)
Keyphrases
- echo state networks
- recurrent neural networks
- optimal design
- joint optimization
- optimal selection
- early stopping
- dynamic programming
- optimization problems
- optimization algorithm
- real world
- training set
- approximately optimal
- discrete optimization
- training phase
- combinatorial optimization
- optimization method
- worst case
- optimal solution
- machine learning
- feed forward
- optimization methods
- optimization process
- exhaustive search
- optimization procedure
- training examples
- online learning
- stochastic gradient descent
- multi objective
- search algorithm
- simultaneous optimization