Least Squares Training of Quadratic Convolutional Neural Networks with Applications to System Theory

Zachary Yetman Van Egmond, Luis Rodrigues

This paper provides a least squares formulation for the training of a 2-layer convolutional neural network using quadratic activation functions, a 2-norm loss function, and no regu…