Support vector machine for functional data classification

The European Symposium on Artificial Neural Networks (ESANN), 2006

2 May 2007

Papers citing "Support vector machine for functional data classification"

25 / 25 papers shown

Title
L1-Regularized Functional Support Vector MachineStatistics and its Interface (SII), 2025 Bingfan Liu Peijun Sang 48 0 0 07 Aug 2025
Randomized Spline Trees for Functional Data Classification: Theory and Application to Environmental Time Series Donato Riccio Fabrizio Maturo Elvira Romano AI4CE 124 1 0 12 Sep 2024
Signature Isolation Forest Guillaume Staerman M. Campi Gareth W. Peters Tomoko Matsui 674 1 0 07 Mar 2024
Functional Diffusion MapsStatistics and computing (Stat. Comput.), 2023 María Barroso Carlos M. Alaíz Ángela Fernández Pascual J. L. Torrecilla 162 4 0 27 Apr 2023
On the complexity of PAC learning in Hilbert spacesAAAI Conference on Artificial Intelligence (AAAI), 2023 Sergei Chubanov 98 0 0 03 Mar 2023
Classification of multivariate functional data on different domains with Partial Least Squares approachesStatistics and computing (Stat. Comput.), 2022 Issam-Ali Moindjié S. Dabo‐Niang C. Preda 259 11 0 18 Dec 2022
A Fourier representation of kernel Stein discrepancy with application to Goodness-of-Fit tests for measures on infinite dimensional Hilbert spacesBernoulli (Bernoulli), 2022 George Wynne Mikolaj Kasprzak Andrew B. Duncan 268 4 0 09 Jun 2022
Measure Inducing Classification and Regression Trees for Functional DataStatistical analysis and data mining (Stat. Anal. Data Min.), 2020 Edoardo Belli S. Vantini 182 13 0 30 Oct 2020
The Area of the Convex Hull of Sampled Curves: a Robust Functional Statistical Depth MeasureInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2019 Guillaume Staerman Pavlo Mozharovskyi Nathan Huet 487 17 0 09 Oct 2019
An Outlyingness Matrix for Multivariate Functional Data Classification Wenlin Dai M. Genton 132 5 0 09 Apr 2017
Operator-valued Kernels for Learning from Functional Response Data Hachem Kadri E. Duflos Philippe Preux S. Canu A. Rakotomamonjy Julien Audiffren 342 142 0 28 Oct 2015
Bayesian Fisher's Discriminant for Functional Data Yao-Hsiang Yang Lu-Hung Chen C. Wang Chu-Song Chen 119 3 0 09 Dec 2014
A Novel Statistical Method Based on Dynamic Models for Classification Lerong Li M. Xiong 91 0 0 26 Oct 2014
Functional Mixture Discriminant Analysis with hidden process regression for curve classificationThe European Symposium on Artificial Neural Networks (ESANN), 2013 Faicel Chamroukhi H. Glotin Allou Samé 200 22 0 25 Dec 2013
A hidden process regression model for functional data description. Application to curve discrimination Faicel Chamroukhi Allou Samé Gérard Govaert P. Aknin 189 62 0 25 Dec 2013
Unexpected properties of bandwidth choice when smoothing discrete data for constructing a functional data classifierAnnals of Statistics (AoS), 2013 R. Carroll A. Delaigle P. Hall 159 13 0 18 Dec 2013
Functional Bipartite Ranking: a Wavelet-Based Filtering Approach Stéphan Clémenccon M. Depecker 98 0 0 18 Dec 2013
Mixtures of Spatial Spline Regressions Hien Nguyen Geoffrey J. McLachlan Ian A. Wood 158 0 0 13 Jun 2013
The Mahalanobis distance for functional data with applications to classification E. Joseph Pedro Galeano R. Lillo 139 99 0 17 Apr 2013
Multiple functional regression with both discrete and continuous covariates Hachem Kadri Philippe Preux E. Duflos S. Canu OffRL 214 6 0 12 Jan 2013
Consistency of functional learning methods based on derivatives F. Rossi N. Villa-Vialaneix 172 12 0 01 May 2011
Semi-supervised logistic discrimination for functional data Shuichi Kawano S. Konishi 218 1 0 22 Feb 2011
Supervised classification for a family of Gaussian functional models Amparo Baíllo J. A. Cuesta-Albertos Antonio Cuevas 196 40 0 28 Apr 2010
High dimensional gaussian classification R. Girard 254 2 0 04 Jun 2008
Un résultat de consistance pour des SVM fonctionnels par interpolation spline Nathalie Villa F. Rossi 673 6 0 02 May 2007