Convexified Convolutional Neural Networks

Yuchen Zhang, Percy Liang, Martin J. Wainwright

Abstract: We describe the class of convexified convolutional neural networks (CCNNs), which capture the parameter sharing of convolutional neural networks in a convex manner. By representing the nonlinear co...