Liste de Publications

LHCb Conditions Database.
M. Clemencic and N. Gilardi
Computing in High Energy and Nuclear Physics, 2006. [PDF]

Machine Learning for automatic environmental mapping: when and how?
Nicolas Gilardi and Samy Bengio
Automatic mapping algorithms for routine and emergency monitoring data.
Report on the Spatial Interpolation Comparison (SIC2004) exercise, pages 123-138.
Office for Official Publications of the European Communities, Luxembourg, G. Dubois editor, 2005. [PDF] (full report: 9MB)

Design of Experiments by Committee of Neural Networks
Nicolas Gilardi and Abdelaziz Faraj
International Joint Conference on Neural Networks, 2004. [PDF]
Poster presentation [PDF]

Plans d’Expérience par Comités de Modèles Neuronaux
Nicolas Gilardi, Abdelaziz Faraj
XXXVIèmes Journées de Statistique de la SFdS, 2004. [PDF] (in french)

Conditional Gaussian Mixture Models for Environmental Risk Mapping
Nicolas Gilardi, Samy Bengio and Mikhail Kanevski
Neural Network for Signal Processing, 2002. [PDF]

Confidence Evaluation for Risk Prediction
Nicolas Gilardi, Tom Melluish and Michel Maignan
Conference of the International Association for Mathematical Geology, 2001. [PDF]
Extended paper on the same subject: [PDF]

Une Approche Transductive pour la Cartographie de Risque Environnemental
Nicolas Gilardi and Tom Melluish
XXXIIIème Journées de Statistiques, 2001. [PDF] (in french)

Support Vector Regression for Environmental Prediction
Nicolas Gilardi and Grégoire Dubois
Geostatistics for Environmental Applications, 2000. [PDF]

Local Machine Learning Models for Spatial Data Analysis
Nicolas Gilardi and Samy Bengio
Journal of Geographic Information and Decision Analysis, volume 4, 1, 2000. [PDF]
Chapter published in:
Mapping radioactivity in the environment - Spatial Interpolation Comparison 97, pages 222-237.
Office for Official Publications of the European Communities, Luxembourg, G. Dubois, J. Malczewski and M. DeCort, editors, 2003. [PDF]

Application des Méthodes d'Apprentissage pour l'Etude des Risques de Pollution dans le Lac Léman
Nicolas Gilardi, Alex Gammerman, Mikhail Kanevski, Michel Maignan, Tom Melluish, Craig Saunders and Volodia Vovk
Colloque CLUSE sur les Risques Majeurs, 2000. [PDF] (in french)

Environmental and Pollution Spatial Data Classification with Support Vector Machines and Geostatistics
Nicolas Gilardi, Mikhail Kanevski, Michel Maignan and Eddy Mayoraz
Advanced Course on Artificial Intelligence, 1999. [PDF]

Decision-Oriented Environmental Mapping with Radial Basis Function Neural Networks
V. Demyanov, N. Gilardi, M. Kanevski, M. Maignan, V. Polishchuk
Advanced Course on Artificial Intelligence, 1999. [PDF]