Training-free hyperparameter optimization of neural networks for electronic structures in matter.
Lenz FiedlerNils HoffmannParvez MohammedGabriel A. PopoolaTamar YovellVladyslav OlesJ. Austin EllisSivasankaran RajamanickamAttila CangiPublished in: Mach. Learn. Sci. Technol. (2022)
Keyphrases
- neural network
- training process
- training algorithm
- feedforward neural networks
- feed forward neural networks
- global optimization
- model selection
- neural network training
- pattern recognition
- optimization process
- highly non linear
- optimization problems
- multi layer perceptron
- multilayer neural network
- neural network model
- optimization method
- grid search
- fuzzy logic
- backpropagation algorithm
- feed forward
- constrained optimization
- recurrent networks
- cross validation
- back propagation
- genetic algorithm
- fuzzy systems
- gaussian processes
- fuzzy neural network
- test set
- optimization algorithm
- global exponential stability
- artificial neural networks
- training set
- training data
- e learning
- learning algorithm