Efficient uniform approximation using Random Vector Functional Link networks
Efficient uniform approximation using Random Vector Functional Link networks
A Random Vector Functional Link (RVFL) network is a depth-2 neural network with random inner weights and biases. As only the outer weights of such an architecture need to be learned, the learning process boils down to a linear optimization task, allowing one to sidestep the pitfalls of nonconvex optimization …