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hal-01980191v1  Journal articles
Frédéric FerratyPeter Hall. An Algorithm for Nonlinear, Nonparametric Model Choice and Prediction
Journal of Computational and Graphical Statistics, Taylor & Francis, 2015, 24 (3), pp.695-714. ⟨10.1080/10618600.2014.936605⟩
inria-00494772v1  Conference papers
Laurent DelsolFrédéric FerratyPhilippe Vieu. Utilisation de tests de structure en régression sur variable fonctionnelle.
42èmes Journées de Statistique, 2010, Marseille, France, France
inria-00494795v1  Conference papers
Fabrice MorlaisFrédéric FerratyPhilippe Vieu. Découpage de courbes de densité : Application au dépistage du cancer
42èmes Journées de Statistique, 2010, Marseille, France, France
hal-02797359v1  Conference papers
Mathieu FauvelAnthony ZulloFrédéric Ferraty. Nonlinear parsimonious feature selection for the classification of hyperspectral images
6. Workshop on Hyperspectral image and signal processing: evolution in remote sensing, Jun 2014, Lausanne, Switzerland. 4 p
halshs-01062315v1  Book sections
Frédéric FerratyMartin PaegelowPascal Sarda. Polychotomous regression : application to landcover prediction
Statistical case studies, Springer Verlag, 13 p. en ligne, 2005
hal-01980154v1  Journal articles
Journal of Multivariate Analysis, Elsevier, 2019, 170, pp.95-114. ⟨10.1016/j.jmva.2018.11.003⟩
hal-01981010v1  Directions of work or proceedings
Frédéric FerratyPiotr KokoszkaJane-Ling WangYichao Wu. Special Issue on HIGH-DIMENSIONAL AND FUNCTIONAL DATA ANALYSIS
Computational Statistics and Data Analysis, Elsevier, 2019, Special Issue on High-dimensional and Functional Data Analysis
hal-00933573v1  Journal articles
Frédéric FerratyWenceslao González-ManteigaAdela Martínez-CalvoPhilippe Vieu. Presmoothing in functional linear regression
Statistica Sinica, Taipei : Institute of Statistical Science, Academia Sinica, 2012, 22 (1), pp.69-94. ⟨10.5705/ss.2010.085⟩
hal-00794772v1  Book sections
Frédéric FerratyJuhyun ParkPhilippe Vieu. Estimation of a functional single index model
Recent Advances in Functional Data Analysis and Related Topics, Physica-Verlag / Springer, pp.111-116, 2011, 978-3-7908-2735-4. ⟨10.1007/978-3-7908-2736-1_17⟩
hal-00794752v1  Book sections
Alejandro Quintela-Del-RíoFrédéric FerratyPhilippe Vieu. Nonparametric conditional density estimation for functional data. Econometric applications
Recent Advances in Functional Data Analysis and Related Topics, Physica-Verlag / Springer, pp.263-268, 2011, 978-3-7908-2735-4. ⟨10.1007/978-3-7908-2736-1_41⟩
hal-00795596v1  Journal articles
Karim BenhenniFrédéric FerratyMustapha RachdiPhilippe Vieu. Local smoothing regression with functional data
Computational Statistics, Springer Verlag, 2007, 22 (3), pp.353-369. ⟨10.1007/s00180-007-0045-0⟩
hal-00933580v1  Journal articles
Frédéric FerratyNadia KudraszowPhilippe Vieu. Nonparametric estimation of a surrogate density function in infinite-dimensional spaces
Journal of Nonparametric Statistics, American Statistical Association, 2012, 24 (2), pp.447-464. ⟨10.1080/10485252.2012.671943⟩
hal-00966065v1  Journal articles
Frédéric FerratyAldo GoiaErnesto SalinelliPhilippe Vieu. Functional projection pursuit regression
Test, Spanish Society of Statistics and Operations Research/Springer, 2013, 22 (2), p. 293-320. ⟨10.1007/s11749-012-0306-2⟩
hal-00634623v1  Conference papers
Alain BoudouFrédéric FerratyYves RomainPascal SardaPhilippe Vieu et al.  Introduction to IWFOS'2008
International Workshop on Functional and Operational Statistics (IWFOS), 2008, France. pp.1-5, ⟨10.1007/978-3-7908-2062-1_1⟩
hal-00794868v1  Directions of work or proceedings
Frédéric Ferraty. Recent Advances in Functional Data Analysis and Related Topics
Physica-Verlag / Springer, 320 p., 2011, 978-3-7908-2735-4. ⟨10.1007/978-3-7908-2736-1⟩
hal-00794815v1  Book sections
Laurent DelsolFrédéric FerratyPhilippe Vieu. Structural tests in regression on functional variable
Recent advances in functional data analysis and related topics, Physica-Verlag / Springer, pp.77-83, 2011, 978-3-7908-2735-4. ⟨10.1007/978-3-7908-2736-1_12⟩
hal-00795601v1  Book sections
Frédéric FerratyAldo GoiaPhilippe Vieu. Nonparametric functional methods: new tools for chemometric analysis
Statistical methods for biostatistics and related fields, Springer, pp.245-264, 2007
hal-00737520v1  Directions of work or proceedings
Frédéric FerratyYves Romain. The Oxford Handbook of Functional Data Analaysis
Oxford university press, XVI-494 p., 2011, 978-0-19-956844-4
hal-00634465v1  Journal articles
Ahmed Ait-SaïdiFrédéric FerratyRabah KassaPhilippe Vieu. Cross-validated estimations in the single-functional index model
Statistics, Taylor & Francis: STM, Behavioural Science and Public Health Titles, 2008, 42 (6), pp.475-494. ⟨10.1080/02331880801980377⟩
hal-00794733v1  Book sections
Frédéric FerratyPhilippe Vieu. A unifying classification for functional regression modeling
Oxford handbook of functional data analysis, Oxford university press, pp.3-20, 2011, 9780199568444
hal-00794883v1  Journal articles
Frédéric FerratyAli LaksaciAmel TadjPhilippe Vieu. Kernel regression with functional response
Electronic journal of statistics , Shaker Heights, OH : Institute of Mathematical Statistics, 2011, 5, pp.159-171. ⟨10.1214/11-EJS600⟩
hal-00794782v1  Book sections
Frédéric FerratyAdela Martínez-CalvoPhilippe Vieu. Thresholding in nonparametric functional regression with scalar response
Recent advances in functional data analysis and related topics, Physica-Verlag / Springer, pp.103-109, 2011, 978-3-7908-2735-4. ⟨10.1007/978-3-7908-2736-1_16⟩
hal-00794727v1  Book sections
Frédéric FerratyPhilippe Vieu. Kernel regression estimation for functional data
The Oxford handbook of functional data analysis, Oxford university press, pp.72-129, 2011, 9780199568444
hal-00794943v1  Directions of work or proceedings
Sophie Dabo-NiangFrédéric Ferraty. Functional and Operatorial Statistics
Physica-Verlag / Springer, 303 p., 2008, 978-3-7908-2061-4. ⟨10.1007/978-3-7908-2062-1⟩