Oscar Fontenla-romero

Accelerating the convergence speed of neural networks (2008)

Oscar Fontenla-romero, Deniz Erdogmus, Jose C. Principe, Amparo Alonso-betanzos, Enrique Castillo

learning methods using least squares

Linear-Least-Squares Initialization of Multilayer Perceptrons Through Backpropagation of the Desired Response (2008)

Deniz Erdogmus, Oscar Fontenla-romero, Jose C. Principe, Amparo Alonso-betanzos, Enrique Castillo

Abstract—Training multilayer neural networks is typically carried out using descent techniques such as the gradient-based backpropagation (BP) of error or the quasi-Newton approaches including the...