most citedConsistent estimation of the architecture of multilayer perceptrons

6 citations · 6 across the 2 of their papers we have counts for

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math.ST2008

Estimating the Number of Components in a Mixture of Multilayer Perceptrons

Madalina Olteanu, Joseph Rynkiewicz

BIC criterion is widely used by the neural-network community for model selection tasks, although its convergence properties are not always theoretically established. In this paper…

math.ST2008★ 6 cited

Consistent estimation of the architecture of multilayer perceptrons

Joseph Rynkiewicz

We consider regression models involving multilayer perceptrons (MLP) with one hidden layer and a Gaussian noise. The estimation of the parameters of the MLP can be done by maximizi…