activity
20072009
most citedMultilayer Perceptron with Functional Inputs: an Inverse Regression Approach

27 citations · 45 across the 5 of their papers we have counts for

collaborators

5 papers

stat.AP2009★ 7 cited

Integrating Remote Sensing, GIS and Prediction Models to Monitor the Deforestation and Erosion in Peten Reserve, Guatemala

Roberto Bruno, Marco Follador, Martin Paegelow +2

This contribution provides a strategy for studying and modelling the deforestation and soil deterioration in the natural forest reserve of Peten, Guatemala, using a poor spatial da…

stat.AP2008★ 6 cited

Mining a medieval social network by kernel SOM and related methods

Nathalie Villa, Fabrice Rossi, Quoc-Dinh Truong

This paper briefly presents several ways to understand the organization of a large social network (several hundreds of persons). We compare approaches coming from data mining for c…

stat.AP2008★ 5 cited

Storms prediction : Logistic regression vs random forest for unbalanced data

Anne Ruiz, Nathalie Villa

The aim of this study is to compare two supervised classification methods on a crucial meteorological problem. The data consist of satellite measurements of cloud systems which are…

stat.AP2007

Modélisations prospectives de l'occupation du sol. Le cas d'une montagne méditerranéenne

Martin Paegelow, Nathalie Villa, Laurence Cornez +3

The authors apply three methods of prospective modelling to high resolution georeferenced land cover data in a Mediterranean mountain area: GIS approach, non linear parametric mode…

math.ST2007★ 27 cited

Multilayer Perceptron with Functional Inputs: an Inverse Regression Approach

Louis Ferré, Nathalie Villa

Functional data analysis is a growing research field as more and more practical applications involve functional data. In this paper, we focus on the problem of regression and class…