688 citations
- Université Paris Dauphine-PSLFR14 papers
- Centre National de la Recherche ScientifiqueFR8 papers
- Laboratoire de Mathématiques Blaise PascalFR5 papers
- CERMICSFR3 papers
- Institut national de recherche en sciences et technologies du numériqueFR3 papers
- Center for Mathematical ModelingCL2 papers
- Département de mathématiques et applicationsFR2 papers
- Georgia Institute of TechnologyUS2 papers
- Laboratoire de Probabilités et Modèles AléatoiresFR2 papers
- Laboratoire Jacques-Louis LionsFR2 papers
- Sorbonne UniversitéFR2 papers
- Université Paris CitéFR2 papers
Showing cs.NEShow all
3 papers · 1 filter
cs.NE2008
Multi-Layer Perceptrons and Symbolic Data
Fabrice Rossi, Brieuc Conan-Guez
In some real world situations, linear models are not sufficient to represent accurately complex relations between input variables and output variables of a studied system. Multilay…
cs.NE2007★ 135 cited
Functional Multi-Layer Perceptron: a Nonlinear Tool for Functional Data Analysis
Fabrice Rossi, Brieuc Conan-Guez
In this paper, we study a natural extension of Multi-Layer Perceptrons (MLP) to functional inputs. We show that fundamental results for classical MLP can be extended to functional…
cs.NE2007★ 126 cited
Representation of Functional Data in Neural Networks
Fabrice Rossi, Nicolas Delannay, Brieuc Conan-Guez +1
Functional Data Analysis (FDA) is an extension of traditional data analysis to functional data, for example spectra, temporal series, spatio-temporal images, gesture recognition da…