Browsing Math Prog Technical Reports by Subject "backpropagation convergence"
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Backpropagation Convergence Via Deterministic Nonmonotone Perturbed Minimization
(1994)The fundamental backpropagation (BP) algorithm for training artificial neural networks is cast as a deterministic nonmonotone perturbed gradient method. Under certain natural assumptions, such as the series of learning ... -
STABILITY PROPERTIES OF THE GRADIENT PROJECTION METHOD WITH APPLICATIONS TO THE BACKPROPAGATION ALGORITHM
(1994-06-06)Convergence properties of the generalized gradient projection algorithm in the presence of data perturbations are investigated. It is shown that every trajectory of the method is attracted, in a certain sense, to an ...