most citedMutual information for the selection of relevant variables in spectrometric nonlinear modelling

219 citations · 398 across the 5 of their papers we have counts for

collaborators

5 papers

math.OC2011

Alternatives with stronger convergence than coordinate-descent iterative LMI algorithms

Emile Simon, Vincent Wertz

In this note we aim at putting more emphasis on the fact that trying to solve non-convex optimization problems with coordinate-descent iterative linear matrix inequality algorithms…

math.OC2011★ 1 cited

Direct search methods for an open problem of optimization in systems and control

Emile Simon, Vincent Wertz

The motivation of this work is to illustrate the efficiency of some often overlooked alternatives to deal with optimization problems in systems and control. In particular, we will…

cs.LG2007★ 131 cited

Resampling methods for parameter-free and robust feature selection with mutual information

Damien François, Fabrice Rossi, Vincent Wertz +1

Combining the mutual information criterion with a forward feature selection strategy offers a good trade-off between optimality of the selected feature subset and computation time.…

cs.LG2007★ 47 cited

Fast Selection of Spectral Variables with B-Spline Compression

Fabrice Rossi, Damien François, Vincent Wertz +2

The large number of spectral variables in most data sets encountered in spectral chemometrics often renders the prediction of a dependent variable uneasy. The number of variables h…

cs.LG2007★ 219 cited

Mutual information for the selection of relevant variables in spectrometric nonlinear modelling

Fabrice Rossi, Amaury Lendasse, Damien François +2

Data from spectrophotometers form vectors of a large number of exploitable variables. Building quantitative models using these variables most often requires using a smaller set of…