StatLearn 2012 - Workshop on "Challenging problems in Statistical Learning"

2.2 Functional estimation in high dimensional data : Application to classification (Sophie Dabo-Niang)


Listen Later

Functional data are becoming increasingly common in a variety of fields. Many studies underline the importance to consider the representation of data as functions. This has sparked a growing attention in the development of adapted statistical tools that allow to analyze such kind of data : functional data analysis (FDA). The aims of FDA are mainly the same as in the classical statistical analysis, e.g. representing and visualizing the data, studying variability and trends, comparing different data sets, as well as modeling and predicting,... Recent advances in FDA allow to construct different classification methods, based on the comparison between centrality curves or using change points,... We review some procedures that have been used to classify functional data. The main point is to show the good practical behaviors of these procedures on a sample of curves. In addition, theoretical advances on functional estimations related to these classification methods are provided.
...more
View all episodesView all episodes
Download on the App Store

StatLearn 2012 - Workshop on "Challenging problems in Statistical Learning"By Statlearn2012


More shows like StatLearn 2012 - Workshop on "Challenging problems in Statistical Learning"

View all
Pédagogie et numérique by

Pédagogie et numérique

1 Listeners

Pédagogie et numérique by

Pédagogie et numérique

0 Listeners

Droit constitutionnel et institutions politiques (CAVEJ, Michel Verpaux, 2010) by

Droit constitutionnel et institutions politiques (CAVEJ, Michel Verpaux, 2010)

0 Listeners

Droit des services publics (CAVEJ, Gilles Guglielmi, 2010) by

Droit des services publics (CAVEJ, Gilles Guglielmi, 2010)

0 Listeners

Qu'est-ce que l'archéologie? by Alain Duplouy

Qu'est-ce que l'archéologie?

0 Listeners

Initiation à l'art grec by Alain Duplouy

Initiation à l'art grec

1 Listeners

PLEASE (2013) Paris/Lycées : Exploration Annuelle en Sciences Economiques by Université Paris 1 Panthéon-Sorbonne

PLEASE (2013) Paris/Lycées : Exploration Annuelle en Sciences Economiques

0 Listeners

Droit des entreprises by Bruno Dondero

Droit des entreprises

1 Listeners

Biodiversité by UVED

Biodiversité

0 Listeners

Découper le temps : les périodes de l'histoire by Université de Paris 1 Panthéon-Sorbonne

Découper le temps : les périodes de l'histoire

0 Listeners