No one-hidden-layer neural network can represent multivariable functions

Masayo Inoue, Mana Futamura, Hirokazu Ninomiya

In a function approximation with a neural network, an input dataset is mapped to an output index by optimizing the parameters of each hidden-layer unit. For a unary function, we pr…