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is prohibited. 2 CHAPTER NEURAL NETWORKS The Backpropagation Metho d A gradient descent metho d similar to that used in the Widrow Ho metho d has b een prop osed by various authors for training a multilayer feedforward network As b efore we dene an error function on the nal output of the network and we adjust each weight in the network so as to minimize the error If we have a desired resp onse di for the ith input vector Xi in the training set we can compute the squared error over the entire training set to b e X di fi Xi where fi is the actual resp onse of the network for input Xi To do gradient descent on this squared error we adjust each weight in the network by an amount prop ortional to the negative of the partial derivative of with resp ect to that weight Again we use a singlepattern error function so that we can use an incremental weight adjustment pro cedure The squared error for a single input vector X evoking an output of f when the desired output is d is It is convenient to take the partial derivatives of various Forex Online Eppelheim (Baden-Württemberg) in groups corresp onding to the weight with resp ect to the vectors We dene d f a Forex Online Eppelheim (Baden-Württemberg) derivative of a quantity say with resp ect to a weight vector j W thus i def j where wli is the lth j Wi This is called by rW the gradient of with vector partial Forex Online Eppelheim (Baden-Württemberg) of resp ect to W and is sometimes denoted Since s chain rule j Wi dep endence to write j on Wi is entirely through j s j si we can use the j wi comp onent of j wli j wmj i j Wi i j j si Wi 27-17 Chapter 27 Origin and Evolution of Life 563 Hyracotherium, which was about the size of a dog, was adapted to the forestlike environment of the Eocene, an epoch of the Paleogene period.

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Forex Online Eppelheim (Baden-Württemberg)

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