Mean-field theory of two-layers neural networks: dimension-free bounds and kernel limit.

Song Mei Theodor Misiakiewicz Andrea Montanari

Published 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