Nathalie Villa

Publications

400

Citations

H-Index

2006

Active since

Affiliations

Université Fédérale de Toulouse Midi-Pyrénées(Current)

Institut de Mathématiques de Toulouse

Université Toulouse III - Paul Sabatier

Institut national de recherche en sciences et technologies du numérique

Nathalie Villa is an author at Université Fédérale de Toulouse Midi-Pyrénées specializing in functional data analysis, knowledge discovery, and data science.

Top concepts

StatisticsEngineeringData ScienceKnowledge DiscoveryFunctional Data AnalysisBusinessManagementData MiningGraph TheoryClassification

Publications per year

2006–2019

Publications

Support vector machine for functional data classification

Fabrice Rossi, Nathalie Villa · Neurocomputing · 2006 · 203 citations · Full text

Data Classification, Support Vector Machine, Classification Method +10

Batch kernel SOM and related Laplacian methods for social network analysis

Romain Boulet, Bertrand Jouve, Fabrice Rossi et al. · Neurocomputing · 2008 · 101 citations · Full text

Community Structure, Social Network Aggregation, Computational Social Science +14

Storms prediction : Logistic regression vs random forest for unbalanced data

Anne Ruiz‐Gazen, Nathalie Villa · HAL (Le Centre pour la Communication Scientifique Directe) · 2007 · 34 citations · Full text

Multilayer Perceptron with Functional Inputs: an Inverse Regression Approach

Louis Ferré, Nathalie Villa · Scandinavian Journal of Statistics · 2006 · 27 citations · Full text

A comparison between dissimilarity SOM and kernel SOM for clustering the vertices of a graph

Nathalie Villa, Fabrice Rossi · 2019 · 24 citations · Full text

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