29.3k citations
- Laboratoire Lorrain de Recherche en Informatique et ses ApplicationsFR57 papers
- Centre National de la Recherche ScientifiqueFR24 papers
- Institut de Recherche en Informatique et Systèmes AléatoiresFR13 papers
- Laboratoire de l'Informatique du ParallélismeFR10 papers
- Centre Inria de SaclayFR9 papers
- Université Paris CitéFR9 papers
- Institut Élie Cartan de LorraineFR8 papers
- Université de LorraineFR8 papers
- Computer Algorithms for MedicineAT7 papers
- Laboratoire d'Informatique de GrenobleFR7 papers
- Université Paris-SudFR7 papers
- Centre Inria de l'université de BordeauxFR6 papers
11 papers · 1 filter
A computational approach to the covert and overt deployment of spatial attention
Jérémy Fix, Nicolas P. Rougier, Frédéric Alexandre
Popular computational models of visual attention tend to neglect the influence of saccadic eye movements whereas it has been shown that the primates perform on average three of the…
A data-driven functional projection approach for the selection of feature ranges in spectra with ICA or cluster analysis
Catherine Krier, Fabrice Rossi, Damien François +1
Prediction problems from spectra are largely encountered in chemometry. In addition to accurate predictions, it is often needed to extract information about which wavelengths in th…
Accélération des cartes auto-organisatrices sur tableau de dissimilarités par séparation et évaluation
Brieuc Conan-Guez, Fabrice Rossi
In this paper, a new implementation of the adaptation of Kohonen self-organising maps (SOM) to dissimilarity matrices is proposed. This implementation relies on the branch and boun…
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…
Optimising the topology of complex neural networks
Fei Jiang, Hugues Berry, Marc Schoenauer
In this paper, we study instances of complex neural networks, i.e. neural netwo rks with complex topologies. We use Self-Organizing Map neural networks whose n eighbourhood relatio…
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…