1k citations
- Centre National de la Recherche ScientifiqueFR9 papers
- Stellenbosch UniversityZA8 papers
- University of GlasgowGB8 papers
- Istituto Nazionale di Fisica Nucleare, Sezione di PadovaIT7 papers
- European Organization for Nuclear ResearchCH6 papers
- Institute of Nuclear Physics, Polish Academy of SciencesPL6 papers
- Institut national de recherche en sciences et technologies du numériqueFR6 papers
- Lomonosov Moscow State UniversityRU6 papers
- Columbia UniversityUS5 papers
- Istituto Nazionale di Fisica Nucleare, Sezione di TorinoIT5 papers
- The Ohio State UniversityUS5 papers
- Università degli Studi del Piemonte Orientale “Amedeo Avogadro”IT5 papers
Showing 2007 · cs.LGShow all
3 papers · 2 filters
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…