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The stucture determination of a neural network for the modelisation of asystem remain the core of the problem. Within this framework, we propose apruning algorithm of the network based on the use of the analysis of thesensitivity of the variance of all the parameters of the network. Thisalgorithm will be tested on two examples of simulation and its performanceswill be compared with three other algorithms of pruning of the literature

Elagage d'un perceptron multicouches : utilisation de l'analyse de la variance de la sensibilit\'e des param\`etres