Mean-field theory of two-layers neural networks: dimension-free bounds and kernel limit.
Song MeiTheodor MisiakiewiczAndrea MontanariPublished in: COLT (2019)
Keyphrases
- neural network
- multi layer
- single layer
- lower bound
- back propagation
- kernel methods
- kernel function
- pattern recognition
- upper bound
- artificial neural networks
- upper and lower bounds
- statistical mechanics
- genetic algorithm
- kernel machines
- fuzzy logic
- neural network model
- neural nets
- markov random field
- recurrent neural networks
- self organizing maps
- feature space
- lower and upper bounds
- convex combinations
- reproducing kernel hilbert space
- fuzzy systems
- input space
- feed forward
- machine learning