most citedA 24-h forecast of ozone peaks and exceedance levels using neural classifiers and weather predictions

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math.ST2008

Estimation consistante de l'architecture des perceptrons multicouches

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…

math.ST2008

Efficient Estimation of Multidimensional Regression Model using Multilayer Perceptrons

Joseph Rynkiewicz

This work concerns the estimation of multidimensional nonlinear regression models using multilayer perceptrons (MLPs). The main problem with such models is that we need to know the…

math.ST2008

Efficient Estimation of Multidimensional Regression Model with Multilayer Perceptron

Joseph Rynkiewicz

This work concerns estimation of multidimensional nonlinear regression models using multilayer perceptron (MLP). The main problem with such model is that we have to know the covari…

math.ST2008

Testing the number of parameters with multidimensional MLP

Joseph Rynkiewicz

This work concerns testing the number of parameters in one hidden layer multilayer perceptron (MLP). For this purpose we assume that we have identifiable models, up to a finite gro…

math.ST2008

Estimation and Test for Multidimensional Regression Models

Joseph Rynkiewicz

This work is concerned with the estimation of multidimensional regression and the asymptotic behaviour of the test involved in selecting models. The main problem with such models i…