Hybrid HMM/MLP models for times series prediction. - Joseph Rynkiewicz (ESANN, 1999)

Some known facts about financial data. - Eric de Bodt; Joseph Rynkiewicz; Marie Cottrell (ESANN, 2001)

Estimation of Hybrid HMM/MLP models. - Joseph Rynkiewicz (ESANN, 2001)

Modèles de réseaux de neurones pour l'analyse des séries temporelles ou la régression - Estimation, identification, méthode d'élagage SSM. - Joseph Rynkiewicz; Marie Cottrell; Morgan Mangeas; Jian-Feng Yao (Rev. d'Intelligence Artif., 2001)

Parametric bootstrap for asymptotic test of contrast difference in neural networks. - Riadh Kallel; Joseph Rynkiewicz (ESANN, 2002)

Estimation of Multidimensional Regression Model with Multilayer Perceptrons. - Joseph Rynkiewicz (IWANN (1), 2003)

Non-linear Analysis of Shocks when Financial Markets are Subject to Changes in Regime. - Bertrand Maillet; Madalina Olteanu; Joseph Rynkiewicz (ESANN, 2004)

Efficient estimation of multidimensional regression model with multilayer perceptron. - Joseph Rynkiewicz (ESANN, 2005)

Consistent estimation of the architecture of multilayer perceptrons. - Joseph Rynkiewicz (ESANN, 2006)

Efficient estimation of multidimensional regression model using multilayer perceptrons. - Joseph Rynkiewicz (Neurocomputing, 2006)

Self-organizing map algorithm and distortion measure. - Joseph Rynkiewicz (Neural Networks, 2006)

A 24-h forecast of ozone peaks and exceedance levels using neural classifiers and weather predictions. - Alain-Louis Dutot; Joseph Rynkiewicz; Frédy E. Steiner; Julien Rude (Environ. Model. Softw., 2007)

Asymptotic Law of Likelihood Ratio for Multilayer Perceptron Models. - Joseph Rynkiewicz (ISNN (1), 2008)

Estimating the number of components in a mixture of multilayer perceptrons. - Madalina Olteanu; Joseph Rynkiewicz (Neurocomputing, 2008)

Asymptotic properties of mixture-of-experts models. - Madalina Olteanu; Joseph Rynkiewicz (Neurocomputing, 2011)

Quantile regression with multilayer perceptrons. - Joseph Rynkiewicz; Solohaja-Faniaha Dimby (ESANN, 2012)

General bound of overfitting for MLP regression models. - Joseph Rynkiewicz (Neurocomputing, 2012)

Neural Networks for Complex Data. - Marie Cottrell; Madalina Olteanu; Fabrice Rossi; Joseph Rynkiewicz; Nathalie Villa-Vialaneix (Künstliche Intell., 2012)

On overfitting of multilayer perceptrons for classification. - Joseph Rynkiewicz (ESANN, 2019)

Asymptotic statistics for multilayer perceptron with ReLU hidden units. - Joseph Rynkiewicz (Neurocomputing, 2019)

Differentiability in Quadratic Mean of Deep Networks. - Joseph Rynkiewicz (IJCCI, 2021)

Deep networks with ReLU activation functions can be smooth statistical models. - Joseph Rynkiewicz (ESANN, 2022)