219 citations · 1.3k across the 47 of their papers we have counts for
4 papers · 2 filters
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…
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…
Self-organizing maps and symbolic data
Aïcha El Golli, Brieuc Conan-Guez, Fabrice Rossi
In data analysis new forms of complex data have to be considered like for example (symbolic data, functional data, web data, trees, SQL query and multimedia data, ...). In this con…
Fast Algorithm and Implementation of Dissimilarity Self-Organizing Maps
Brieuc Conan-Guez, Fabrice Rossi, Aïcha El Golli
In many real world applications, data cannot be accurately represented by vectors. In those situations, one possible solution is to rely on dissimilarity measures that enable sensi…