Modélisation et commande de processus par réseaux de neurones ; application au pilotage d'un véhicule autonome. (Process modeling and control using artificial neural networks: application to the real-time control of an autonomous vehicle). - Isabelle Rivals (1995)

Training wavelet networks for nonlinear dynamic input-output modeling. - Yacine Oussar; Isabelle Rivals; Léon Personnaz; Gérard Dreyfus (Neurocomputing, 1998)

A recursive algorithm based on the extended Kalman filter for the training of feedforward neural models. - Isabelle Rivals; Léon Personnaz (Neurocomputing, 1998)

Undersampling for the training of feedback neural networks on large sequences; application to the modeling of an induction machine. - L. Constant; B. Dagues; Isabelle Rivals; Léon Personnaz (ICECS, 1999)

On Cross Validation for Model Selection. - Isabelle Rivals; Léon Personnaz (Neural Comput., 1999)

Construction of confidence intervals for neural networks based on least squares estimation. - Isabelle Rivals; Léon Personnaz (Neural Networks, 2000)

Nonlinear internal model control using neural networks: application to processes with delay and design issues. - Isabelle Rivals; Léon Personnaz (IEEE Trans. Neural Networks Learn. Syst., 2000)

MLPs (Mono-Layer Polynomials and Multi-Layer Perceptrons) for Nonlinear Modeling. - Isabelle Rivals; Léon Personnaz (J. Mach. Learn. Res., 2003)

Neural-network construction and selection in nonlinear modeling. - Isabelle Rivals; Léon Personnaz (IEEE Trans. Neural Networks, 2003)

No free lunch with the sandwich [sandwich estimator]. - Isabelle Rivals; Léon Personnaz (IEEE Trans. Neural Networks, 2003)

Jacobian Conditioning Analysis for Model Validation. - Isabelle Rivals; Léon Personnaz (Neural Comput., 2004)

Enrichment or depletion of a GO category within a class of genes: which test? - Isabelle Rivals; Léon Personnaz; Lieng Taing; Marie-Claude Potier (Bioinform., 2007)

A semi-automated computer tool for the analysis of retinal vessel diameter dynamics. - Guillaume Euvrard; Olivier Genevois; Isabelle Rivals; Pascale Massin; Amélie Collet; José-Alain Sahel; Michel Pâques (Comput. Biol. Medicine, 2013)

Evaluation of distance-based approaches for forensic comparison: Application to hand odor evidence. - Isabelle Rivals; Cédric Sautier; Guillaume Cognon; Vincent Cuzuel (CoRR, 2023)

Body Volatolome Sampling: Deciphering the Matrix for Improved Health Monitoring. - Elsa Boudard; Nabil Moumane; José Dugay; Isabelle Rivals; Jérôme Vial; Didier Thiébaut (ISOEN, 2024)