Titlebook: Neural Networks: Tricks of the Trade; Grégoire Montavon,Geneviève B. Orr,Klaus-Robert Mü Book 2012Latest edition Springer-Verlag Berlin He

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Avoiding Roundoff Error in Backpropagating Derivativesuts. The roundoff error can lead result in high relative error in derivatives, and in particular, derivatives being calculated to be zero when in fact they are small but non-zero. This roundoff error is easily avoided with a simple programming trick which has a small memory overhead (one or two extr

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Transformation Invariance in Pattern Recognition – Tangent Distance and Tangent Propagationand computational resources are unlimited, even trivial algorithms will converge to the optimal solution. However, in the practical case, given limited data and other resources, satisfactory performance requires sophisticated methods to regularize the problem by introducing . knowledge. Invariance o

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Neural Network Classification and Prior Class Probabilities - if the number of training examples that correspond to each class varies significantly between the classes, then it may be harder for the network to learn the rarer classes in some cases. Such practical experience does not match theoretical results which show that MLPs approximate Bayesian . proba

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.The only book that looks at prosocial bahavior from a socioThis book is the product of an intensive cooperation between psych- ogists and sociologists who study solidarity and prosocial behavior, and its fruits are briefly summarized in Chapter 1. The topics of so- darity and prosocial behavior are

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Klaus-Robert Müllers are briefly summarized in Chapter 1. The topics of so- darity and prosocial behavior are at the core of both disciplines and thus one might expect that an intensive cooperation like the one that produced this book is not uncommon. Surprisingly however, it is extremely rare that sociologists and ps

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Lutz Prechelt.The only book that looks at prosocial bahavior from a socioThis book is the product of an intensive cooperation between psych- ogists and sociologists who study solidarity and prosocial behavior, and its fruits are briefly summarized in Chapter 1. The topics of so- darity and prosocial behavior are